Lübeck's Founding Quarter: Urban Development at an Authentic Site
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Lübeck, one of the oldest Hanse cities in Germany, harbours a rich historical heritage that is particularly evident in the so-called Founding Quarter. In the years 2009–2016, archaeological investigations were carried out in an area of more than 10,000m² in the run-up to urban restructuring measures, which not only revealed the origins of the city, but also documented the unique development of the former merchants' quarter. Based on these findings, this paper examines the challenges and opportunities for contemporary urban development using the example of Lübeck's historic city centre. The former merchants' quarter can, and should in the future, be seen as a living example of the successful integration of historical heritage and modern urban planning in a United Nations Educational, Scientific and Cultural Organization (UNESCO) World Heritage Site.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it