GRÄF, Holger T., KELLER, Katrin, Städtelandschaft, réseau urbain, urban network. Städte im regionalen Kontext in Spätmittelalter und früher Neuzeit
Bibliographic record
Abstract
Coup sur coup sont parus quelques semaines d'intervalle ces deux recueils programmatiques et mthodologiques l'usage des historiens spcialistes de l'urbain afin de tenter, une fois encore, d'apporter des lments de rponse aux questions de savoir ce qu'est une ville et ce qu'est un rseau urbain. Les deux ouvrages sont publis dans la clbre collection Stdteforschung dite par l'Institut fr vergleichende Stadtgeschichte de l'universit de Mnster (http://www.uni-muenster.de/ Staedtegeschichte) et riche de plus d'une soixantaine de titres parus depuis sa cration en 1976.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.019 | 0.008 |
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".