Pharaonic Ventures into South Sinai: El-Markha Plain Site 346
Bibliographic record
Abstract
The objectives of the University of Toronto expedition to South Sinai include tracing pharaonic routes to the turquoise and copper mining region, investigating pharaonic and indigenous camps, mines, and their material culture assemblages in this area, and assessing Egypto-Sinaitic cross-cultural relations. The 2000-01 reconnaissance work and 2002 excavations focused on Site 346, a New Kingdom anchorage and copper smelting camp beside the Red Sea, located at the northern end of el-Markha Plain and to the west of the mining region around Serabit el-Khadim. Two contemporary small pottery scatters (Sites 346a-b) and a circular limestone structure (Site 345) were also investigated. The project has incorporated satellite image interpretation to isolate vegetation signatures and associated water sources within the arid el-Markha Plain, thereby detecting potential archaeological sites for ground reconnaissance work.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".