The Role of Stone in Island Societies in Neolithic Atlantic Europe: Creating Places and Cultural Landscapes
Bibliographic record
Abstract
The focus of the paper is an engagement with the significance of the exploitation of stone sources to make objects, particularly stone axe heads on islands in northwest Europe during the Neolithic period (4000 – 2500 BC). Case studies of Lambay Island in the Irish Sea, Rathlin Island off the northeast coast of Ireland, and the Shetland Islands explore the use of these three stone sources through the archaeological record, examining the biographies of objects (from quarries, through use, to discard or deposition) and applying a range of approaches to understanding material culture. What emerges is an understanding of the central role these three lithic sources played in how people engaged with and created their island places and landscapes. Through their daily engagement with different stone sources (including the ones focused on here) at a range of scales, people created and sustained social relationships and conventions. Hence it is argued that stone artefacts from local sources played a special role in shaping identities on the three islands.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".