Bibliographic record
Abstract
Günter Dreyer's Umm El-Quaab I—Das prädynastische Königsgrab U-j und seine frühen Schriftzeugnisse presents comprehensively the results of archaeological diggings in the tomb U-j. It also outlines Dreyer's claim to have discovered the origin of writing. The primary aspect of this review essay is to draw the attention of accounting historians to Dreyer's book and to the claim therein to have discovered the earliest known writing. Since this discovery is closely connected to an accounting function (though in a somewhat different way from that of the Sumerian proto-cuneiform writing), a review of Dreyer's book is well justified. Dreyer's claim is based on a series of small inventory tags (identifying in proto-hieroglyphics the provenance of various commodities) found in the tomb of King Scorpion I (c.3400 b.c. to 3200 b.c.).1 Another aspect of this review is a discussion of the controversy surrounding Dreyer's claim and the counter-hypothesis of accounting archaeology, which sees in the token-envelop accounting of Mesopotamia the origin of writing.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.007 | 0.009 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".