Bibliographic record
Abstract
Cronebane Halfpenny Tokens is a quick identification key to all the known counterfeit tokens that were produced between 1789 and 1816. The tokens were used by the Irish Associated Mining Company based in County Wicklow in Ireland to pay their workers during the coinage shortages during the reign of King George III. \n \nThe Cronebane halfpenny became the most well known and most widely circulated Condor or trade token with 1.67 million original tokens produced by Mathew Boulton at his Soho Works in Birmingham. However, an estimated 3.0 to 4.5 million counterfeits tokens produced afterwards entering general circulation from the British Isles to Canada and Australia. This new key allows the none-specialist coin collector to rapidly identify these interesting and affordable coins that have wide historical significance.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.004 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.008 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.025 |
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; both teacher heads agree on what is shown here.
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".