Combining Geo-Archaeology and Historical Nile Records to Understand Predynastic Settlement Patterns in the Region of the Nile’s First Cataract, Egypt
Bibliographic record
Abstract
Abstract This paper aims to contribute new data to understanding early Predynastic settlement patterns in Egypt at the beginning of the state formation process in the 4th millennium bce . It focuses on the early settlements of the First Nile Cataract region. We employ three different datasets to address the issue retrieved from a recent archaeological investigation and drill coring and from Nile records available from archaeological and historical sources. The analysis is performed in a gis -based environment and through inundation modelling. Data suggest early Predynastic settlements at the First Cataract may have been settled all year round. They appear to be deliberately placed above the annual high flood level and have water resources for most of the year. The new geo-archaeological data further suggests that the average high inundation level for the early 4th millennium bce was similar to that documented for the end of the millennium.
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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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".