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Record W7135334676

An Evaluation of Fish Oil as a Low Environmental Impact Alternative Paint Binder System: A Review Of North American Fish Oil Production and Use

2025· other· en· W7135334676 on OpenAlexaboutno aff
Anna Veilleux

Bibliographic record

VenueScholarly Commons (University of Pennsylvania) · 2025
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsFish <Actinopterygii>Environmental impact assessmentFish oilCultural heritageIndigenousWork (physics)Fossil fuelOil production
DOInot available

Abstract

fetched live from OpenAlex

This thesis will explore the feasibility of reintroducing Atlantic Cod-liver (Gadus morhua) and Menhaden (Brevoortia tyrannus) oil as a low-environment-impact alternative to conventional polymer-based paint binders. The architectural paint formulations commonly used in North America heavily depend on petroleum-based compounds and organic solvents that are non-biodegradable, contribute significantly to pollution, and contain substances detrimental to the health of humans and wildlife. A compelling alternative to this system emerges through an examination of the history of fish oil, tracing its origins from Indigenous precontact practices to a primary ingredient in the height of industrial scale 20th-century production. The research is structured around three themes: the physical properties of fish oil and its performance as a material preservative, the environmental impact of fish oil compared to other paint binders, and its cultural significance in heritage contexts. Collecting scientific literature and oral histories illuminates fish oil as a durable, water-resistant, and rust-inhibiting coating. Environmental studies indicate that fish oil can be sourced from fish byproducts, minimizing ecological impact and avoiding additional harm to fish populations. Cultural case studies focusing on Newfoundland, Canada, elucidates the historical and cultural value of fish-oil production and usage as an endangered intangible cultural heritage that warrants retention through scientific study. Through this investigation, it was illustrated that fish oil has shaped the built environment, material culture, community identity, and memory. This work offers an assessment of fish oil’s potential to serve as a more sustainable, physically effective, and culturally valuable alternative to conventional paint binders in heritage conservation.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.544
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.023
GPT teacher head0.262
Teacher spread0.240 · 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.

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

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