Ceramic fabric analysis and survey archaeology: the Sphakia Survey
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Macroscopic Fabric Analysis, the systematic study and description of ceramic fabrics with the aid of a handlens and other simple equipment, has grown in importance along with systematic archaeological survey. Microscopic Fabric Analysis, or ceramic petrology, is better known, but more expensive and time-consuming. Using examples drawn from Sphakia Survey material, the authors show that Macroscopic Fabric Analysis of large pottery collections with a high proportion of coarse ware sherds, when combined with targeted microscopic analysis, provides detailed, reliable information on crucial topics such as chronology, in this case from FN/EM I–Turkish; function (cooking, transport, storage, and beehives); and regional interaction. The authors also discuss issues connected with publication, including the use of electronic publications such as the Sphakia Survey website, and the rigorous comparison of individual fabrics, and they make a case for adopting standard ceramic terminology.
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.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it