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Record W3157386618 · doi:10.1177/00178969211011522

‘We are all in this together’: Investigating alignments in intersectoral partnerships dedicated to K-12 food literacy education

2021· article· en· W3157386618 on OpenAlexafffundabout
Kerry Renwick, Lisa Jordan Powell, Gabrielle Edwards

Bibliographic record

VenueHealth Education Journal · 2021
Typearticle
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsUniversity of British Columbia
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsCurriculumLiteracyGovernment (linguistics)PedagogySociologyMedical educationPolitical sciencePublic relationsMedicine

Abstract

fetched live from OpenAlex

BACKGROUND: Activities to foster food literacy in young people are increasingly common in schools, driven both by the public health sector and by curriculum mandates from education officials in government. In Canada, both Kindergarten-Grade 12 (K-12) classroom teachers and educators from community organisations deliver food literacy education programmes in schools, often framed as partnerships working in the interests of young people. OBJECTIVE: The study examines the alignment between what both classroom teachers and community educators state are the desired outcomes for students of their food literacy education work and the topics/activities they engage in with students. DESIGN SETTING AND METHOD: We surveyed and interviewed teachers and community educators in British Columbia, Canada, and utilised participant observation and secondary data from food literacy education network activities. RESULTS: Shared food literacy education goals and topics/activities were evident in the responses of classroom teachers and community educators. Teachers framed their food literacy education programmes around the curriculum-as-plan - in this case, the provincial curriculum known as the BC Curriculum - and then enacted a lived curriculum that students experienced in the classroom. Community educators offered programmes that were initially designed to meet their organisation's focus, but which varied in terms of how much of the BC Curriculum was addressed. CONCLUSION: Our results show broad alignment between teachers and community educators in food literacy education goals and practices; however, there is potential to increase this alignment and build stronger partnerships that support teachers in enacting the BC curriculum and meeting the needs of their students.

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)0.029
metaresearch head score (Gemma)0.051
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 score0.119
Threshold uncertainty score0.237

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0290.051
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0230.021
Scholarly communication0.0150.012
Open science0.0020.020
Research integrity0.0020.005
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 head0.437
GPT teacher head0.539
Teacher spread0.102 · 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

Citations8
Published2021
Admission routes3
Has abstractyes

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