Organisation et dynamiques de l’occupation du sol au nord-ouest de Cenabum-Orléans (Loiret) du ier s. av. n. è. au ve s. de n. è.
Bibliographic record
Abstract
This work deals with the organization of the countryside to the northwest of the agglomeration of Orléans (Loiret) during the Roman period, from 1st century BC to the 5th century AD It is based on data from documentation about rural settlements surveyed, diagnosed or excavated. The area studied includes the northwest quarter of the territory of the commune of Orléans and seven other contiguous communes: Cercottes, Fleury-les-Aubrais, Gidy, Ingré, Ormes, Saint-Jean-de-la-Ruelle, Saran.Criteria for prioritizing these sites were established using archaeological and environmental descriptors. A classification of 43 sites was obtained using multiple correspondence analysis (MCA). Despite its dependence on the quality of information available upstream, it defines five classes of housing, ranging from the villa to more modest settlements.These results were compared with the distribution of settlement and its density. The structure of the sowing of points, highlighted using exploratory spatial analyses, shows grouped sites, the distances of the groupings having however not been able to be defined. Would a larger corpus and a wider study window have made it possible to overcome the pitfalls undoubtedly due to too few sites and, thus, to push the interpretations further here?
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".