Chiefs, bound captives, and harpooned hippopotamuses: an exceptional unpublished C-ware vessel in the Royal Ontario Museum, Toronto (inv. 900.2.13)
Bibliographic record
Abstract
This article presents a Predynastic C-ware beaker currently in the Royal Ontario Museum, Toronto (inv. 900.2.13). The exterior is decorated with two mirrored scenes containing an exceptional series of bound captives under the domination of two ‘victorious figures’, as well as several tassel-like motifs which we propose to (re)interpret as powerfacts perhaps representing flails, an artefact common in later royal iconography that has not previously been identified prior to the time of king Narmer. On the interior, the beaker is decorated with two depictions of hunted hippopotamuses set among geome-tric designs. In modern times, a missing piece of the bea-ker was replaced with a sherd from a different C-ware vessel with decoration that doesn’t match the rest of the vessel, a pheno-menon never encountered before in the corpus of C-ware vessels, which inadvertently proves the authenticity of the beaker and of its fascinating decoration.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.010 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".