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Record W7104574600 · doi:10.55086/sp2526389

Bronze Age Scandinavians in North America: Peterborough Petroglyphs Revisited

2025· article· W7104574600 on OpenAlexaboutno aff

Bibliographic record

VenueStratum plus Archaeology and Cultural Anthropology · 2025
Typearticle
Language
FieldEarth and Planetary Sciences
TopicArchaeology and ancient environmental studies
Canadian institutionsnot available
Fundersnot available
KeywordsBronze AgeDepictionParallelsCircumpolar starRock artArchaeological evidencePrehistory

Abstract

fetched live from OpenAlex

Some of Peterborough petroglyphs in Ontario, Canada resemble Bronze Age Scandinavian petroglyphs. It turns out that the similarities are too specific to be explained by parallel development because of some common conceptions or to be attributed to circumpolar diffusion of rock art, and that the involvement of Scandinavian parallels clarifies some aspects of the North American images that remained obscure. It is essential that striking similarities are found in the depiction of ships, sacred symbols, and supernatural characters at the same time. Systematic consideration of Peterborough petroglyphs hardly leaves any possibility of doubting the reality of the influence of the Scandinavian tradition on them. This influence is most naturally associated with the appearance in North America of some people from Scandinavia. The recent research has turned this possibility from hard to imagine into a plausible one. It has been found that an important source of metals for Bronze Age Scandinavia was Sardinia and the Iberian Peninsula, and that the appearance of the ships on which the Sea Peoples attacked Egypt goes back to Scandinavian prototypes. It has also been shown that there is good reason to postulate an early acquaintance of the Scandinavians with sailing and even the ability to maneuver against the wind. All this implies both a high level of seamanship and familiarity with the waters of the Atlantic.

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), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.085
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.027
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
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 head0.250
Teacher spread0.239 · 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 designObservational
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
Published2025
Admission routes1
Has abstractyes

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