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Record W7082417194

Housepit 54 Project, Bridge River site, British Columbia

2024· article· en· W7082417194 on OpenAlexaboutno aff

Bibliographic record

VenueThe Mathematics Enthusiast · 2024
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsExcavationCoding (social sciences)Raw dataGraphics
DOInot available

Abstract

fetched live from OpenAlex

The data, linked at the bottom of this record, were collected between May 15, 2013 and June 30, 2024. Lithic (tool and debitage) and faunal data coding sheets are provided. All are raw data on artifacts and faunal and floral remains from the Housepit 54 excavation in British Columbia. All data cross-checked for coding errors. See attached coding sheets for lithic tools/debitage and faunal remains; see attached coding sheet and associated graphics for house strata and excavation units. Number of variables: data on each item excluding provenience information Lithic Tools: 29 Lithic Debitage: 10 Faunal: 26 Botanicals 2013: 28 Botanicals 2014 Part 1: 27 Botanicals 2014 Part 2: 23 Botanicals 2016 Part 1: 28 Botanicals 2016 Part 2 Earth Oven Synthesis: 27 Number of cases/rows: Lithic Tools: 1926 Lithic Debitage: 14,998 Faunal: 46,600 Botanicals 2013: 42 Botanicals 2014 Part 1: 20 Botanicals 2014 Part 2: 40 Botanicals 2016 Part 1: 40 Botanicals 2016 Part 2 Earth Oven Synthesis: 30

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)0.001
metaresearch head score (Gemma)0.003
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.060
Threshold uncertainty score0.202

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.010
Science and technology studies0.0030.000
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0600.012

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 head0.022
GPT teacher head0.235
Teacher spread0.213 · 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
Published2024
Admission routes1
Has abstractyes

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