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Record W6991966838

Inuit country food and nutrition in early life in Nunavut

2023· dissertation· en· W6991966838 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.722
Threshold uncertainty score0.967

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.019
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