Forging ahead at Hervey's Range in the hinterland of Townsville, North Queensland
Bibliographic record
Abstract
One of the acknowledged gaps in historical archaeological research themes is that of early Australian secondary industries, such as blacksmith shops, making any comparison to conclusions drawn from research elsewhere in the world very difficult. The classic diagnostic criteria for a stand-alone blacksmith shop was described by Light (1984) following his work at several Canadian fur trade era sites, with Hyett (2002) suggesting some reasons, such as climate, availability of local materials and transportation difficulties, as to why his findings at an early Australian blacksmith did not adhere to these strict descriptions. Recent excavation work on a heritage listed site in the Townsville hinterland has revealed a possible smith dating to the mid-1860s that also deviates from Light's criteria, hinting that other factors, such as the customer base, distance from a main town and the experience of the smithy himself, may be important for the shop’s design and layout. Further research in this area could help to define a more specific set of diagnostic criteria for early Australian blacksmiths.
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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 | 0.001 |
| Science and technology studies | 0.011 | 0.004 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".