Bibliographic record
Abstract
This paper focuses on an issue evoked by one of the well-known cemeteries in northeast Bulgaria, at Durankulak, and so far the only one to be studied and published in detail. On the empirical basis of the functional determination of flint grave-goods, based on use-wear analysis of artifacts, some observations and interpretations are presented regarding the cognitive value of ritual flint objects from a ‘sacred’ context. Functional data provide the interpretative framework, and a clear dichotomy of functional meanings is revealed. The decoded utilitarian (profane) feature of flint grave-goods is only a first step towards a better understanding of the semiological value of lithics charged with the symbolic patterns of the mortuary context.
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 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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.007 | 0.007 |
| Meta-epidemiology (broad) | 0.008 | 0.004 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.020 | 0.034 |
| Scholarly communication | 0.001 | 0.006 |
| Open science | 0.006 | 0.002 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.034 | 0.004 |
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; both teacher heads agree on what is shown here.
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".