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Record W4289169859 · doi:10.3389/fsufs.2022.887720

Fostering food preservation practice: Lessons from a community train-the-trainer program on Canada's west coast

2022· article· en· W4289169859 on OpenAlexafffundabout
Majing Oloko, Maureen G. Reed, James Paul Robson

Bibliographic record

VenueFrontiers in Sustainable Food Systems · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicUrban Agriculture and Sustainability
Canadian institutionsUniversity of Saskatchewan
FundersUniversity of Saskatchewan
KeywordsTrainerPublic relationsBest practiceFood systemsBusinessSocial practiceMarketingMedical educationPolitical scienceFood securityMedicineGeographyComputer science

Abstract

fetched live from OpenAlex

Local food systems programs in Canada's rural and remote communities support residents to improve their access to healthy food by strengthening various social practices within the system. Designing programs to strengthen social practices can help address food insecurity by providing a support structure where people can build competencies and access materials necessary to engage in practices like food preservation, and make meanings that will encourage them to sustain their engagement. The elements needed for successfully establishing a social practice–competencies, materials, and meanings–must be present. Unfortunately, food preservation programs in Canada's local food systems have not fully embedded structures to bring all three elements of social practice together or undertake a participant-focused program assessment. Consequently, we do not know the potential of local food preservation to meet peoples' various needs or the challenges that program participants experience practicing food preservation. This paper uses a social practice framework to determine the extent to which a community food preservation program on Canada's west coast strengthened the three elements of social practice. Findings from interviews show that in line with the paper's three objectives, participants of a community train-the-trainer program (1) built and shared food preservation competencies, (2) accessed materials to practice food preservation, and (3) formed meanings to support their continuous engagement in food preservation. The paper shows how a social practice framework can support a participant-focused program evaluation and provide a practical and straightforward tool for assessing food systems programs.

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)0.002
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.401
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 studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.036
GPT teacher head0.247
Teacher spread0.211 · 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 designNot applicable
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

Citations5
Published2022
Admission routes3
Has abstractyes

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