An urban fine smithing quarter in the oppidum of Rheinau (canton Zürich, Switzerland)
Bibliographic record
Abstract
During the late Iron Age the oppidum of Rheinau/Altenburg belonged to a large, fortified settlement area. Since 1930 numerous excavations have brought to light settlement structures of an urban character and in several places within the settlement metalworking took place. In 1994, the Kantonsarchäologie Zürich excavated a smithy in this settlement during which improved excavation and documentation methods were applied. This allowed the reconstruction of the organization of smithing activities covering a period of about 40 years. Tools, failed artefacts (among them iron fibulae), metal waste, slag, hammerscale and brick tuyères indicate the existence of a fine smithy. All waste products were analysed chemically and the metal waste studied metallographically. Thus, the smithing activity and a locally-worked metal type could be identified.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".