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 The civilisation of Ancient Mesopotamia flourished between 3300 BC and 2000 BC in the southern half of the lands between and either side of the Tigris and Euphrates, where a vast grain harvest (about equal to Canada's today) supported a large and well-ordered population. The early development of cuneiform writing, the world's first phonetic script, means that, for the first time in the history of humanity, it is possible to learn something of how people thought and felt. This book aims to do just that and, as the reader soon finds out, succeeds triumphantly. It takes the reader on a voyage of discovery into the public and private realms of the lives of our first civilised ancestors – their cooking and eating, feasts and festivals, wine and drinking, love and sex, what women could do and what they could not, magic and medicine, trial by ordeal, life in a palace above and below stairs, astrology and divination, gods and religion, and literature and myth.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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