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Record W3091992852 · doi:10.1017/s1047759420001026

Deep-water shipwrecks in the East Mediterranean: a microcosm of Late Roman exchange

2020· article· en· W3091992852 on OpenAlexaff
Michael L. Brennan, Dan Davis, Andrei Opaiţ, Marshall Stay

Bibliographic record

VenueJournal of Roman Archaeology · 2020
Typearticle
Languageen
FieldArts and Humanities
TopicMaritime and Coastal Archaeology
Canadian institutionsToronto Public Health
Fundersnot available
KeywordsPeriod (music)State (computer science)GeographyMediterranean climateJurisdictionAncient historyHistoryArchaeologyPolitical scienceArtLaw

Abstract

fetched live from OpenAlex

Deep-water shipwrecks provide an opportunity to investigate ships away from the destructive dynamics of coastlines and approaches to harbors where most ancient wrecks to date have been found. Such exploration expands the potential for finding wrecks of periods for which relatively few are known. One such period is the 6th and 7th c. in the E Mediterranean. Studies of cargo assemblages from the few known wrecks of the later Roman period reveal a partial picture of interlinked and overlapping trade networks that incorporated major and minor ports in the adjacent provinces.1 Various trading modes may be discerned, including cabotage, short-haul trade, inter-regional commerce, and private long-haul trade. Largely missing thus far are the wrecks of ships that participated in the annona transport, the “backbone of Late Roman shipping”.2 Each year, an enormous fleet of private ships under state contract hauled thousands of shiploads of Egyptian grain from Alexandria to Constantinople for public distribution,3 but no shipwrecks explicitly associated with these fleets have been found. Also largely invisible are the non-commercial transports associated with the annona militaris, the fiscal supply of foodstuffs destined for armies stationed on the empire‘s borders. The state supply-system became more formalized in 536 when Justinian created the quaestura exercitus, a prefecture that was granted administrative control and jurisdiction of Moesia Secunda, Scythia, Caria, the Aegean islands, and Cyprus.4 Evidence suggests that the quaestor‘s main task was to ensure the supply, by sea, of agricultural products from the Aegean and NE Mediterranean to troops on the Danube frontier.5 While no definitive grain ships have been found in the E Mediterranean — what M. McCormick has called the “annona paradox”6 —, shipwrecks with the larger cargoes expected of state supply have remained rather elusive.

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)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.008
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.038
GPT teacher head0.225
Teacher spread0.187 · 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
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

Citations6
Published2020
Admission routes1
Has abstractyes

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