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Record W7033963062

SPATIAL AND FEATURE ANALYSIS OF THE WHITING SLOUGH SITE (ElNs-10): AN AVONLEA PROCESSING SITE IN SOUTH-CENTRAL SASKATCHEWAN

2022· dissertation· en· W7033963062 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2022
Typedissertation
Languageen
FieldEngineering
TopicNuclear and radioactivity studies
Canadian institutionsnot available
Fundersnot available
KeywordsArtifact (error)Feature (linguistics)ExcavationHearthIdentification (biology)WhitingImage processing
DOInot available

Abstract

fetched live from OpenAlex

This thesis discusses the overall function and description of features and activity areas for the Whiting Slough Site (ElNs-10). This is done by investigating the spatial relationships between various artifact groups to identify localized densities of activity. These artifact densities were then analyzed and interpreted to be specific activity areas within the larger processing events taking place at the site. The features found at the site were separated into various feature classes based on their attributes. In addition, the spatial relationship of these features to each other was assessed. The spatial analysis of the site employed ESRI’s ArcMap to assess and compare artifact density of different artifact groups. This facilitated identification of site function as well as identifying the specific areas of distinct processing events. As a result of this project the site was identified as an Avonlea processing site. However, this processing site has additional features that have not previously been seen in other Avonlea processing sites. There are a total of 43 different features that were discovered during excavation of the site. These are divided into four different feature types: bone-filled pits (39), hearths (2), a canid burial (1) and a soil stain (1). These features are accompanied by an additional seven potential bone-filled pits that were discovered during construction monitoring following excavation. These individual features combine to form two distinct ovoid feature groups that run parallel to one another. Potentially two more of these feature groups were partially unearthed during excavation and construction monitoring. These features are interpreted to be part of a drying rack. It is hypothesized within this thesis that these bone-filled pit features were created to counteract the difficulties with trying to anchor heavy loads of meat into the very loose sandy sediment that is present at the site. The Whiting Slough Site appears to be much different than any other Avonlea processing sites. The uniqueness of these features as well as the large amounts of artifacts, both faunal and lithic, make the Whiting Slough Site an interesting and important site for understanding the subsistence strategies and versatility of people within the Avonlea Phase.

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)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.412
Threshold uncertainty score0.830

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.004
GPT teacher head0.160
Teacher spread0.157 · 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 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
Published2022
Admission routes1
Has abstractyes

Explore more

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