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Record W2586390568

"The Ultimate Goal is the Best Health Possible": Exploring Collaborations Between the Food Safety and Food Security Sectors in British Columbia, Canada

2016· dissertation· en· W2586390568 on OpenAlexaboutno aff
Kelsey A. Speed

Bibliographic record

VenueUWSpace (University of Waterloo) · 2016
Typedissertation
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsnot available
Fundersnot available
KeywordsFood securityFood safetyBusinessEnvironmental planningEngineeringGeographyAgricultureFood scienceBiology
DOInot available

Abstract

fetched live from OpenAlex

Introduction: In Canada, foodborne disease and food insecurity are both important health issues that share many common drivers. However, the public health sectors that aim to address each of these issues typically work separately from each other. Despite the silo-ing of the two sectors, British Columbia has many examples of successful collaborations, and therefore is an excellent setting to explore collaborations between the two sectors. Thus, the objectives of this thesis were to: (i) identify examples of the intersection of food safety and food security efforts in public health practice; and (ii) explore facilitators and barriers for collaborations between public health practitioners of the food safety and food security sectors. \nMethods: Semi-structured interviews were conducted with 14 public health practitioners working in the food safety and food security sectors in British Columbia, and qualitative analyses were conducted to identify examples of intersections between the two sectors, as well as factors that influence the success of collaborations between practitioners of the two sectors. \nResults: Participants identified four key ways that the two sectors intersect. They identified ways in which their daily practices could be helped or hindered by the activities of the other sector, including because of historically disjointed policies that do not consider multiple health outcomes related to food, and because specific types of food products, such as fresh produce, can be considered either risky or beneficial depending on the perspective taken. Finally, they recognized that both sectors are working towards the same overall goal of improved population health, albeit using slightly different lenses. In addition to the ways that the two sectors intersect, participants identified many examples of factors that influence the success of collaborations between practitioners of the two sectors, including many factors that could be considered facilitators when present and barriers when absent, and other factors that could be considered both facilitators and barriers, depending on the perspective through which the factor was viewed. These factors were as follows: personal connections with those in the other sector, and to those who have already successfully collaborated; purposeful engagement with different types of people who bring value; openness to, and understanding and valuing, the goals, outcomes and restrictions of the other sector; creative, realistic, and solutions-oriented problem solving targeted to desired outcomes; and recognizing that the issues are connected, and actively work with that in mind. One factor, believing that one position is more important than the other due to its external importance or legitimacy, was identified as exclusively a barrier to collaboration. Finally, participants identified broader environmental factors that needed to be recognized as influencing the success of collaborations, but that collaborations could proceed in spite of when there were other facilitators in place. \nConclusion: In British Columbia, the food safety and food security sectors, and the health issues they aim to address, are intimately connected to each other. It is therefore important that practitioners of the two sectors work together when developing and implementing public health efforts to address their respective health issues, in order to reduce the potential negative impacts they may have on the health outcome of the other sector. To this end, participants discussed factors that could inhibit or facilitate collaboration between practitioners of the two sectors, as well as specific ways that practitioners of the two sectors can better support successful collaboration with the other sector, in their quest to achieve the best possible health of the population of British Columbia.

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)0.009
metaresearch head score (Gemma)0.011
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 score0.164
Threshold uncertainty score0.969

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.011
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0470.012
Scholarly communication0.0090.003
Open science0.0040.009
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0060.000

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 head0.054
GPT teacher head0.297
Teacher spread0.243 · 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

Citations0
Published2016
Admission routes1
Has abstractyes

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