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
Abstract Thus far about 20,000 Old Assyrian cuneiform tablets have been unearthed at the site of the ancient city of Kanish, the modern ruin Kultepe in central Anatolia, most of which date to the nineteenth century bc. While a few dozen tablets were discovered on the city mound, both in houses and in the ruins of the palace of the local rulers, the bulk of the texts originate from the lower city, inhabited by local businessmen, craftsmen, and foreign, mainly Assyrian, traders. Since the tablets from the city mound, the scattered and largely unpublished remains of various small archives, defy archival analysis, I shall focus on those from the lower city. They were found in what the Assyrians called the kā rum, originally meaning ‘quay, harbour’ (in Mesopotamia, where bulk transport was waterborne), then also ‘commercial district’. Kā rum was used both as a topographical term—the name of the quarter where the traders lived—and as a designation of the organization of Assyrian traders settled there.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.040 | 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 it