18O analysis ofLittorina littorea shells from Ferriter¹s Cove, Dingle Peninsula:preliminary results and interpretations
Bibliographic record
Abstract
Seasonality studies can facilitate identifi cation of variability in the purposes for which Mesolithic sites were occupied and relations among forager mobility, economy, and society. Analyses of fi sh remains at the site of Ferriter’s Cove have produced evidence for occupation during the summer half of the year. Our study – an oxygen isotope analysis of seven Littorina littorea (periwinkle) shells from a pit feature (F488; c. 5200–5350 BP) at Ferriter’s Cove – complicates this pattern by introducing preliminary evidence for occupation during the winter half of the year as well. These results, when corroborated by further research, will inform the development of explanatory models for Later Mesolithic settlement and mobility and, because of F488’s late date, those for social change during the last quarter of the Later Mesolithic and the transition to Ireland’s Neolithic.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 teacher head, 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".