Examination and Analysis of an Unlabeled Artifact in the University of Alberta’s W.G. Hardy Classics Museum
Bibliographic record
Abstract
In one of the display cases at the University of Alberta’s W.G. Hardy Classics Museum is a remarkably intact, but unlabeled and unnumbered classical artifact. This artifact, while rather basic in painting and design, is nonetheless unique and offers intriguing questions as to its contextual origins. It is the purpose of this paper to offer an examination and analysis of this artifact. This will be accomplished by first exploring the artifact’s shape and artistic features. Then, the artifact’s date as well as its most probable geographical location of production will be explored. Finally, a speculation of the artifact’s usage, deposition, and purpose will be offered. Through this examination and analysis the artifact will be seen not as a basic classical ceramic lacking in great detail or pomp, but rather as a unique artifact with a rich contextual origins and much to offer the viewer in regards to the cultural extent of Greek colonization in Magna Graecia.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.007 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.003 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".