Bibliographic record
Abstract
SITE NO.: 41MR12 FEATURE: Burial I VESSEL NO.: 41MR12-105 NON-PLASTICS: grog VESSEL FORM: Carinated bowl with a direct rim and a rounded lip CORE COLOR: F (fired in a reducing environment and cooled in the open air) WALL THICKNESS: 6.5 mm INTERIOR SURFACE TREATMENT: smoothed EXTERIOR SURFACE TREATMENT: burnished HEIGHT: 14.5 cm ORIFICE DIAMETER: 23.9 cm DIAMETER AT BOTTOM OF RIM OR NECK: 23.5 cm BASE DIAMETER: 6.5 cm ESTIMATED VOLUME: 3.1 liters DECORATION: The rim has a scroll and nested triangle engraved motif that is repeated four times around the rim. This motif includes a central circle element between diagonal scrolls (forming a nested triangle between the engraved circles) with small excised pendant triangles. Three of the central circles are defined by two lines, with the fourth has a smaller circle within the larger outer circle, and the smaller circle has intersecting engraved lines within it. There are also hatched engraved zones above and below the scrolls. TYPE: Ripley Engraved Ripley Engraved carinated bowl (MR12-105) from Burial I at the Ben McKinney site: a, photograph; b, drawing by Bobby Gonzalez.
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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 | 0.000 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.322 | 0.096 |
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".