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Record W6967147513 · doi:10.5061/dryad.ns1rn8q10

Data from: A fish-focused menu: An interdisciplinary reconstruction of Ancestral Tsleil-Waututh diets

2024· dataset· en· W6967147513 on OpenAlexaffabout

Bibliographic record

VenueDRYAD · 2024
Typedataset
Languageen
Field
Topic
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsSubsistence agricultureStewardship (theology)Baseline (sea)ColonialismFish <Actinopterygii>Work (physics)Archaeological recordDingoIntertidal zone

Abstract

fetched live from OpenAlex

The study of past subsistence offers archaeologists a lens through which we can understand relationships between people and their homelands. Tsleil-Waututh Nation is a Coast Salish Nation whose traditional and unceded territory centres on Tsleil-Wat, Burrard Inlet, British Columbia, Canada. Tsleil-Waututh people are fish specialists whose traditional diet focuses primarily on marine and tidal protein sources. In this research we draw on the archaeological record, Tsleil-Waututh oral histories, community knowledge, fisheries ecology, and historical records to build an estimated pre-contact diet that ancestral Tsleil-Waututh people obtained from Tsleil-Wat. Based on prior archaeological research, we assume a high protein diet that is primarily (90-100%) from marine and intertidal sources. The four pillars of sTsleil-Waututh pre-contact diets (salmon, herring, clams, and waterfowl) offer anchor points that ensure the diet is realistic, evidence-based, and representative of community knowledge. We consider the caloric needs of adults, children, elders, and those who are pregnant or lactating. Finally, we consider the variation in the edible yield from different animal species and their relationships in the food web. Together, these data and anchor points build an estimated pre-contact diet averaged across seasons, ages, and biological sex from approximately 1000 CE up until early European contact in approximately 1792 CE. This work offers an empirically based reconstruction of Tsleil-Waututh lifeways and subsistence practices, which were based in a myriad of stewardship techniques, and that they were forced to halt due to colonial polices. This research offers a baseline that aids in understanding the pre-contact relationship between Tsleil-Waututh Nation and their territory.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.670
Threshold uncertainty score0.656

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.001

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 head0.092
GPT teacher head0.378
Teacher spread0.286 · 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 designNot applicable
Domainnot available
GenreDataset

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
Published2024
Admission routes2
Has abstractyes

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