MétaCan
Menu
Back to cohort
Record W4389636389 · doi:10.1086/727259

The Extramural Settlement at Vindolanda in the Early Second Century CE: Defining a Glocalized Environment on the Romano-British Frontier

2023· article· en· W4389636389 on OpenAlex
Elizabeth M. Greene, Andrew Birley

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueAmerican Journal of Archaeology · 2023
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicArchaeology and ancient environmental studies
Canadian institutionsWestern University
Fundersnot available
KeywordsFrontierGlocalizationSettlement (finance)Context (archaeology)EmpireHuman settlementFoodwaysSubalternPopulationArchaeologyUrbanismHistoryArchitecturePeriod (music)Roman EmpireGeographyAncient historySociologyAnthropologyLawArtGlobalizationPolitical scienceAestheticsDemographyPolitics

Abstract

fetched live from OpenAlex

Examining the Roman military settlement at Vindolanda, this article explores the archaeology of the northern frontier of the Roman empire in a glocalization framework, investigating the site during a specific occupation period to understand how the material culture found there operated within its particular local context. The soldiers and the extended military communities of auxiliary settlements that dominated the imperial frontiers make a complicated and intriguing case study because of their origins as subaltern and conquered subjects of imperial rule, followed by incorporation into the Roman army. A close examination of the extramural settlement outside the fort at Vindolanda in the site’s Period 4 (ca. 105–120 CE) allows the opportunity to apply a glocal lens to the architecture, foodways, literacy, and dress preserved in the material record. We are presented with a picture of adoption, adaptation, and retention that ultimately can be understood only as the result of ongoing change and creation in a multilayered imperial context. These spaces and their material culture are fully analyzed here, with careful consideration of the community present at Vindolanda, in order to tease out the unique and novel outcomes that this population created in their local context.1

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.056
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.003
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.007
GPT teacher head0.191
Teacher spread0.184 · 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