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Record W6958589152 · doi:10.6084/m9.figshare.25623756

Poster of Jebel Khalid Volume 7: The Metals

2024· other· en· W6958589152 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2024
Typeother
Languageen
FieldComputer Science
TopicMachine Learning and Data Classification
Canadian institutionsnot available
Fundersnot available
KeywordsOrnamentsQuarter (Canadian coin)Period (music)NarrativeHorizonIndian ocean

Abstract

fetched live from OpenAlex

Jebel Khalid is an important archaeological site – a Hellenistic military colony of the Seleucid era. Within its massive curtain walls, watchtowers and gates, the lives of its inhabitants are manifest in the numerous monumental buildings, houses, work areas, and diverse cultural remains. Overlooking the Euphrates river in northern Syria, the site was likely founded by Seleucus I Nicator early in the third century BC, enduring for nearly three centuries before ending with the collapse of the Seleucid Empire.This seventh and final report in the Jebel Khalid series presents the nearly 4000 metal finds recovered over almost a quarter of a century of Australian fieldwork at the site. The report includes catalogues, illustrations, and commentaries. Chronological and sequencing details from previous reports are synthesized in order to frame the narrative and cultural significance of the metals during the site’s major periods of activity. Iron was found to be ubiquitous at Jebel Khalid in all periods, and used not only in tools, weapons, and fasteners but also as a common metallic contrast in adornments and personal objects. The colony relied on cheap lead or lead-rich scraps to bulk up copper-based products used for domestic ware, fine tools, and adornments. Evidence from several metalworking spaces in the temple and palace precincts confirms that workshops repaired and repurposed objects, as well as forged and cast products from pre-manufactured stock and scrap-metal. Many objects reflect varied and complex cultural influences – there are classes of finds that represent local styles and practices, whereas others come from a Greek-Macedonian tradition; others still appear to have associations from as far afield as the western Mediterranean.Hellenistic metalwork is often presented from a fine arts or antiquarian perspective. Rarely is there an opportunity to consider such a large and detailed reference of metal objects from the Seleucid era with archaeological provenience. Many aspects of the Hellenistic military colony are represented in the report through cultural objects that are predominately ordinary and commonplace. They provide new insights into the lives of the ancient colonists and locals. Sadly, since the onset of the civil war in Syria, Jebel Khalid has been significantly damaged by looting and fighting. Objects and samples stored for processing and future archiving have been lost, including most of those presented in this work. One of the most important aims of this final report of the Jebel Khalid metals, therefore, is to ensure that as much of the archaeological record as possible is formally documented and transmitted.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.324
Threshold uncertainty score0.964

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.3240.097

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 head0.037
GPT teacher head0.281
Teacher spread0.244 · 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.

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

Citations0
Published2024
Admission routes1
Has abstractyes

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