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Record W7005704839

Restoring Manoomin in Brokenhead Ojibway Nation through a community-led approach: implications on food security and the local economy

2024· dissertation· en· W7005704839 on OpenAlexfundno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2024
Typedissertation
Languageen
FieldAgricultural and Biological Sciences
TopicEthnobotanical and Medicinal Plants Studies
Canadian institutionsnot available
FundersMitacs
KeywordsFood securityParticipatory action researchIndigenousCitizen journalismTraditional knowledgeFood systemsOrder (exchange)Sustainable agricultureFood processing
DOInot available

Abstract

fetched live from OpenAlex

Manoomin (Zizania palustris), also known as wild rice, is a culturally, spiritually, nutritionally, and ecologically important plant to the Ojibway people. Production and management of Manoomin are deeply rooted in Indigenous food system knowledge (IFSK), which was negatively affected by colonial legacies. This research asked whether Manoomin production can play a significant role in the Ojibway economy amid high food insecurity, structural barriers to traditional food access, and challenges to sustainable livelihoods. My mixed methodology research employed the need-based approach (NBA) in investigating a sustainable pathway to restoring Manoomin to Brokenhead Ojibway Nations (BON). Community members enrolled in the Kitigay pilot program, a project-based post-secondary education program, took the lead in restoring Manoomin in BON and transforming the abandoned weedy Bison Ranch farm for gardening and orchard planting. An initial 60 pounds of Manoomin was procured and planted in BON Rivers in October 2024, with community members' active participation. Later, a community café was organized in collaboration with community members. The community café’s impact resulted in the BON Chief and Council purchasing and planting an additional 2,000 pounds of Manoomin in 2023, applying IFSK. A community café, survey, and participatory action research undertaken in this study indicate that Manoomin is regarded as an essential component of the Ojibway people’s food chain, economy, and environment. Eighty-one percent of the 21 participants who completed the semi-structured survey indicated the likelihood of participating in future community-led Manoomin restoration projects. In ranked order (1 = not at all important to 5 = very important), the three most compelling reasons among ten variables for participating in the community café are transferring IFSK to the youth (90%), reviving IFSK (88%), and income and employment opportunities (86%). The Spearman’s correlation results suggest a strong positive correlation between reviving IFSK and transferring IFK to the youth (r =.67, n = 21, p < .001). A strong positive correlation exists between reviving IFSK and decolonizing IFSK (r =.57, n = 21, p < .007). The Manoomin restoration in BON presents a compelling argument for community-led participatory approaches to addressing food insecurity problems in Indigenous communities.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.987
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0070.004
Scholarly communication0.0030.002
Open science0.0010.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.043
GPT teacher head0.228
Teacher spread0.185 · 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 designObservational
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

Citations0
Published2024
Admission routes1
Has abstractyes

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