Pharaonic Ventures into South Sinai: El-Markha Plain Site 346
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it