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Record W4382986541 · doi:10.1017/aap.2023.8

When the Archaeologists Leave

2023· article· en· W4382986541 on OpenAlexafffund
Fernando J. Astudillo, Edy Becerra, Florencio Delgado, Ross W. Jamieson, Peter W. Stahl

Bibliographic record

VenueAdvances in Archaeological Practice · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicCultural Heritage Management and Preservation
Canadian institutionsUniversity of VictoriaSimon Fraser University
FundersSocial Sciences and Humanities Research Council of CanadaUniversidad San Francisco de Quito
KeywordsArchipelagoDemiseSettlement (finance)ArchaeologyTourismEconomyGeographyHistoryPolitical scienceEthnologyBusinessLaw

Abstract

fetched live from OpenAlex

Abstract The Hacienda El Progreso functioned as an important Ecuadorian agro-industrial enterprise in the late nineteenth century. Operating out of San Cristóbal Island in the Galápagos archipelago, the plantation exported refined sugar, coffee, cattle products, and other goods to national and international markets. From its beginnings in the 1860s, the plantation established the first permanent human settlement on the island, and long after its demise in the 1930s, it continues to exert an important influence in local culture. Contemporary communities of San Cristóbal are shaping their identities based on the historical importance of the hacienda. The summer of 2018 was our last field season. From its start, the Historical Ecology of the Galápagos Islands project involved close participation with communal authorities and town leaders to investigate the island's human past. In this article, we discuss legacy and services of our project in the contemporary setting of Galápagos. We examine the relevance and contributions of our project to education, heritage policies, and the local economy. We discuss lessons learned from interactions and collaborations between archaeologists and the local community, and we evaluate the consequences of implementing an archaeological project on a remote environmental sanctuary where interest in human history can collide with the agendas of nature conservation and a lucrative ecotourism industry.

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)0.008
metaresearch head score (Gemma)0.020
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: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.044
Threshold uncertainty score0.148

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.020
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0190.016
Scholarly communication0.0200.011
Open science0.0020.013
Research integrity0.0050.011
Insufficient payload (model declined to judge)0.0440.011

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 head0.130
GPT teacher head0.324
Teacher spread0.194 · 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
GenreOther

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

Citations2
Published2023
Admission routes2
Has abstractyes

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