MétaCan
Menu
Back to cohort
Record W3170664313 · doi:10.37718/csa.2000.06

Picturing Megaliths in Twentieth- Century Swedish Archaeology

2021· article· en· W3170664313 on OpenAlexaff
Cornelius Holtorf

Bibliographic record

VenueCurrent Swedish Archaeology · 2021
Typearticle
Languageen
FieldComputer Science
TopicImage Processing and 3D Reconstruction
Canadian institutionsUniversity of Lethbridge
Fundersnot available
KeywordsMegalithArchaeologyVocabularyPresentation (obstetrics)HistoryKey (lock)Visual artsArtLinguisticsComputer sciencePhilosophy

Abstract

fetched live from OpenAlex

ln this paper I will begin a discussion about the ways in which megaliths appear in archaeological images. My discussion of examples is not comprehensive and the selection of images far from complete, but I hope nevertheless to present some key elements of the pictorial vocabulary with which megaliths have been seen and depicted by archaeologists working in Sweden during the twentieth century. However, entering the third millennium of our chronometrical tirnescale should not only be an occasion to look back, but also an opportunity to look forward and reflect upon the way ahead. Recent discussions about the problems with established ways of depicting archaeological sites and objects, and suggestions for new kinds of images and illustrations, should concern us all and lead to an active engagement of archaeologists with questions of visual (re)presentation.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.779
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.017
GPT teacher head0.270
Teacher spread0.254 · 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 designOther design
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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueCurrent Swedish ArchaeologySame topicImage Processing and 3D ReconstructionFrench-language works237,207