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Record W6991966838

Inuit country food and nutrition in early life in Nunavut

2023· dissertation· en· W6991966838 on OpenAlexaboutno aff

Bibliographic record

VenueThe Atrium (University of Guelph) · 2023
Typedissertation
Languageen
FieldDentistry
TopicScientific and Engineering Research Topics
Canadian institutionsnot available
Fundersnot available
KeywordsFood securityOddsMicronutrientRicketsFood fortificationMalnutritionPregnancyVitaminMicronutrient deficiencyVitamin D and neurology
DOInot available

Abstract

fetched live from OpenAlex

The ‘nutrition transition’ in Inuit communities has been characterized by a decreased intake of country food and an increased intake of retail food, with shifts in nutrient intake introducing potential health impacts for Inuit communities. Given that prenatal and infant nutrition environments can impact health over the life course, early life nutrition is of particular concern. Country food represents a rich source of nutrition and is high in vitamin D; vitamin D deficiency in early life is a known, yet poorly described challenge in Nunavut. Therefore, this dissertation research characterized nutrition for Inuit women and children in Nunavut, with a focus on the role of country food and on the early life period. A scoping review examined Inuit country food and nutrition in the early life period, and identified research gaps in areas of food security, micronutrient deficiency, and Inuit perspectives. Next, informed by a community-based approach, Inuit and non-Inuit researchers identified nutrition and food security research priorities in Nunavut, privileging country food and Inuit knowledge. Following this, a mixed methods approach was undertaken. Quantitative methods described nutrition and vitamin D supplement experiences in pregnancy and infancy through a retrospective chart review (n=2522) and examined the odds of rickets diagnosis in children engaging univariable and multivariable exact logistic regression. While most pregnant women consumed country food daily or weekly, high food insecurity and low vitamin D supplement use exist, and the odds of rickets diagnosis was lower in children whose mothers were food secure. Qualitative data were gathered through in-depth research conversations (n=16) with Inuit women knowledge holders (n=10). Thematic analyses were guided by an iterative, grounded theory approach. Women described the centrality of country food for food security, identify, culture, mental health, nourishment, healing, and medicine. This dissertation research confirms the critical role of country food for food security, health, and well-being for Inuit women, and describes food and supplement practices influencing vitamin D in pregnancy and infancy. Further, this research highlights that maternal food security is a pressing child health issue, and underscores country food and other opportunities to support good nutrition in the early life period, with impacts for generations to come.

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)0.001
metaresearch head score (Gemma)0.002
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.281
Threshold uncertainty score0.566

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.001
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.240
Teacher spread0.222 · 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
Published2023
Admission routes1
Has abstractyes

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