Charles Bridge, Prague: Overall view of bridge, Old Town bridge tower in the foreground
Bibliographic record
Abstract
The Old Town bridge tower is often considered to be one of the most astonishing civil gothic-style buildings in the world. The bridge is also decorated by an alley of 30 statues, most of them baroque style, originally erected around 1700 but now all replaced by replicas.\u000a\u000aThe Charles Bridge is a famous historic bridge that crosses the Vltava (Moldau) river in Prague, Czech Republic. Its construction started in 1357 under the auspices of King Charles IV, and finished in the beginning of the 15th century. As the only means of crossing the river Vltava (Moldau), the Charles Bridge was the most important connection between the Old Town, Prague Castle and adjacent areas until 1841. This 'solid-land' connection made Prague important as a trade route between Eastern and Western Europe. The bridge was originally called the Stone Bridge (Kamenn\u00FD most) or the Prague Bridge (Pra\u017Esk\u00FD most) but has been the 'Charles Bridge' since 1870. It is protected by three bridge towers, two of them on the Lesser Quarter side and the third one on the Old Town side, begun 1373 by Peter Parler.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".