Bibliographic record
Abstract
The history of Montbeliard began in the late 9th century with the construction of a castle on a rocky spur overlooking the Allan and the Lizaine rivers. The city developed as a result of contact with both Burgundian and Germanic culture and by the end of the 14th century had become a commercial and religious centre. The second defensive wall, built in the 15th century is a reflection of the city’s prosperity, encircling as it does the original castle, through as well as the two districts of La Halle and Saint-Martin. Excavation work undertaken in 1993-1994 prior to the construction of a shopping centre in the Velotte quarter of the Saint-Martin district has enabled archeologists to define seven build periods of architectural development covering both buildings and the urban defense system. This work has also shed light on various aspects of daily and social life as experienced by the inhabitants of this area within the city walls the bucolic character of which remained intact up to the final quarter of the 19th century.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.008 |
| Open science | 0.011 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.061 | 0.003 |
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".