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Record W2594959130 · doi:10.1093/jhuman/huw021

‘Food is a Right … Nobody Should Be Starving on Our Streets’: Perceptions of Food Bank Usage in a Mid-Sized City in Ontario, Canada

2016· article· en· W2594959130 on OpenAlexaffabout
Tracy Smith‐Carrier, Karen Ross, Jennifer Kirkham, Barbara Decker Pierce

Bibliographic record

VenueJournal of Human Rights Practice · 2016
Typearticle
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsCollege of Family Physicians of CanadaWestern University
Fundersnot available
KeywordsLegislatureThematic analysisnobodyHuman rightsQualitative researchQualitative propertyExploratory researchBusinessFood systemsRight to foodFood securityPublic relationsPolitical scienceMarketingSociologyLawGeographySocial scienceAgriculture

Abstract

fetched live from OpenAlex

The purpose of this exploratory descriptive qualitative study was to explore the experiences of people accessing the food bank in a mid-sized city in Ontario, Canada, and to gain their perspectives on more progressive alternatives to the charitable food bank model. We conducted interviews with 11 clients of the local food bank and two interviews with individuals experiencing food insecurity who do not access food banks (n = 13), and analysed these data using thematic analysis. Findings document participants’ perceptions of the barriers to obtaining an adequate income, the key characteristics of and challenges associated with food banks, and proposed alternatives to the existing model. Using our study data, we document how the extant charitable food system engenders human rights violations; consider what would be required to move from a charitable model to a rights-based approach; and describe how food bank and human rights practitioners can promote a human rights framework in Canadian public policymaking. Through a rights-based framework, food provision moves beyond mere benevolence to positive rights; rights requiring legislative action and legal recourse should they be denied. In seeking alternatives to food banks, we conclude that a national strategy, built on a basic income and human rights framework, is needed. The perpetuation of food banks ensures the charitable food model is preserved, and people remain hungry.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.065
Threshold uncertainty score0.471

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0250.014
Scholarly communication0.0050.002
Open science0.0020.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.180
GPT teacher head0.440
Teacher spread0.260 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations19
Published2016
Admission routes2
Has abstractyes

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