MétaCan
Menu
Back to cohort
Record W7057237145

Imperial Intersections: Archaeologists, War and Violence. Comment.

2008· article· en· W7057237145 on OpenAlexaff

Bibliographic record

VenueThe Institutional Repository at DePaul University (DePaul University) · 2008
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSession (web analytics)Knowledge productionWorld War IIState (computer science)Decolonization
DOInot available

Abstract

fetched live from OpenAlex

This is a commentary on a series of papers presented in the Imperial Intersections: archaeologists, war and violence session at the 2007 Annual Meeting of the Society for American Archaeology.The session addressed issues surrounding archaeology, war and violence and the ethical responsibilities of archaeological practitioners.The papers in this volume have created more questions than answers, but as with all ethical scenarios, I was inspired to think and to examine critically aspects of archaeology that may have eluded past contemplation.In attempting to find commonalities and themes in the submissions I realized that almost every paper is concerned with the production of knowledge-how much access should there be; who should have access to knowledge; how should knowledge be disseminated; and when and if the knowledge should be reproduced.The central debate of ''in whose best interest is this knowledge produced'' is also explored in this review?

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 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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.938
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.011
GPT teacher head0.192
Teacher spread0.181 · 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 teacher head, not a consensus.

Study designNot applicable
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
Published2008
Admission routes1
Has abstractyes

Explore more

Same venueThe Institutional Repository at DePaul University (DePaul University)Same topicMagnetic confinement fusion researchFrench-language works237,207