MétaCan
Menu
Back to cohort
Record W7077038936 · doi:10.25316/ir-20439

An Analysis of the Social and Political Elements Influencing the Emerging Kelp Aquaculture Industry in British Columbia

2025· dissertation· en· W7077038936 on OpenAlexaboutno aff

Bibliographic record

VenueVIUSpace (Vancouver Island University Library) · 2025
Typedissertation
Languageen
FieldMedicine
TopicPrenatal Screening and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsKelpSustainabilityPoliticsAquacultureDiversification (marketing strategy)Framing (construction)Frame analysisFishing industry

Abstract

fetched live from OpenAlex

The rise of the blue economy, as a political strategy, academic focus, and economic category, demonstrates strong global and regional desires for environmentally sustainable development in the marine space. Aquaculture is a key category in the blue economy. Seaweed aquaculture has been steadily increasing worldwide because of its potential to address multiple social priorities, such as environmental restoration, increased food production, and diversification of coastal industries. In British Columbia, there has been a rapid increase in businesses established around kelp aquaculture over the last decade. In this time frame there is also increased political and social interest in ocean economies. However, there is little regionally specific research on the strengths and hurdles that British Columbia holds for the industry, especially from a socio-political lens. This research utilized a grounded theory methodology. Eleven semi-structured interviews were conducted with a focus on understanding the goals of industry participants and their perceptions about the local opportunities and threats for kelp aquaculture. Analysis was conducted through open coding of interview transcripts and assessment of the most commonly coded ideas. Generally, interviewees involved in commercial kelp ventures indicated a strong sense of optimism for the industry. Findings show that the sustainability narrative surrounding seaweeds may have bolstered the success of the local kelp industry over the past few years, but momentum is largely driven by the discourse around its potential – not its proof of concept. The topics of food security, environmental benefits, and new economic opportunities for coastal communities were commonly raised as potential boons of the industry. The largest hurdle faced by the industry was seen to be the current governance and regulatory structures. Additionally, Indigenous relationships – and how Indigenous organizations and individuals are involved in the development of, and the benefits derived from the expansion of British Columbia kelp aquaculture – are an important consideration. This thesis provides a critical analysis of key topics related to the early development of the local kelp aquaculture industry in the context of the blue economy. Understanding the regionality of these elements is critical to translating good intentions into positive actions. This research concludes that, without renewed regulations, integrated spatial management plans, and incentives that allow socio-ecological priorities to dominate the pervasive capitalistic influence on product development, aquaculture expansion in British Columbia, at best, risks failing to meet its potential, and at worst, could further exploit or marginalize key stake and rights holders and threaten wild kelp ecosystems.

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 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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.909
Threshold uncertainty score0.970

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 integrity0.0010.001
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 head0.006
GPT teacher head0.234
Teacher spread0.227 · 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 teacher head, 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueVIUSpace (Vancouver Island University Library)Same topicPrenatal Screening and DiagnosticsFrench-language works237,207