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Record W4210896327 · doi:10.35305/cl.vi18.73

Isotopes and ideograms:

2021· article· en· W4210896327 on OpenAlexaff
Anne Porter

Bibliographic record

VenueClaroscuro · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicAncient Near East History
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPastoralismHuman settlementGrazingGeographyAnimal husbandryLivestockEthnologyHistoryArchaeologyBiologyEcologyAgriculture

Abstract

fetched live from OpenAlex

The fundamental issue obscuring our understanding of the place of animal husbandry in the societies and economies of the ancient Near East remains definitional. The continual conflation of the term "mobile pastoralism" with politically and socially independent pastoralism has reached a point where mobile pastoralism is claimed never to have existed. Sheep and goat recovered from settlements that show evidence for foddering, or grazing on cultivated crops, is argued as proof of a lack of mobility, but this fails to take into account whether these animals are used for meat and milk, sacri ce, or their wool. It also does not distinguish between those animals kept for daily use by individual households and institutionally owned animals. The textual evidence from Mari, which describes mobile pastoralism, is argued to be anomalous. But, in fact, Mari pastoralism is not independent pastoralism either. It is, however, mobile and long-distance, as well as variable according to the particular pastoralist group under discussion. This paper argues that a wide range of textual material, of which the Mari archive is but one source, shows that multiple kinds of pastoralism coexisted in the ancient Near East, including multiple kinds of mobile, or distance, pastoralism, as distinct from independent pastoralism.

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 categoriesInsufficient 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: none
Teacher disagreement score0.832
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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.023
GPT teacher head0.202
Teacher spread0.178 · 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
Published2021
Admission routes1
Has abstractyes

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