Bibliographic record
Abstract
This fragment of pottery was once part of the rim of a cooking jar. It is tempered with crushed quartz grit and sand. The exterior surfaces of fabric-marked pottery are impressed with a simple wicker fabric-wrapped paddle consisting of twisted cordage weft interwoven over rigid ward elements. Interior surfaces are mostly smoothed, though the fabric impressions can extend to the interior rim surface. On this particular sherd, an unusual decorative pattern of small punctations was added to the interior surface. Clements series ceramics, first described at the Gaston site (31Hx7) in Halifax County, NC, are similar to Yadkin Fabric Impressed pottery commonly found in the southern Piedmont and both generally date to the Middle Woodland period (ca. A.D. 100-500). This artifact was found at a multi-component site (31WA2199) in eastern Wake County, NC. It measures 3.5 cm tall, 4.0 cm wide, and 0.8 cm thick. This model was constructed by David Cranford with 57 photos using Agisoft Metashape software. Credit: NCDCR/OSA Source: Objaverse 1.0 / Sketchfab
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.045 | 0.087 |
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".