A Review of Archaeological Reports and Literature on the Gandhara Sculpture Collection of the Royal Ontario Museum
Bibliographic record
Abstract
This review paper focuses on a forty-three-piece collection of Gandhara sculpture in the Royal Ontario Museum in Toronto, Canada. Although individual pieces of Gandhara sculpture are widely known to scholars, but much of the collection of the Gandhara sculpture of the Royal Ontario Museum is unknown to scholars. In this paper these sculptures have been described and analysed as a collection. The paper is organised on Gandhara ancient history, physical geography, and the history of the Buddha image in ancient subcontinent Pakistan in South Asia. Emphasis is placed on the era of the Kushan Empire from the 1st to 4th century AD when the school of Gandhara sculpture achieved its highest levels of production and craftsmanship. The Gandhara School of sculpture produced work continuously for at least six centuries and reached its peak of achievement during the era of the Kushan Empire that dominated Central Asia and Northern sub-continent India-Pakistan from the 1st to 4th centuries AD.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.011 | 0.020 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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".