Babylonian Populations, Servility, and Cuneiform Records
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 To date, servility and servile systems in Babylonia have been explored with the traditional lexical approach of Assyriology. If one examines servility as an aggregate phenomenon, these subjects can be investigated on a much larger scale with quantitative approaches. Using servile populations as a point of departure, this paper applies both quantitative and qualitative methods to explore Babylonian population dynamics in general; especially morbidity, mortality, and ages at which Babylonians experienced important life events. As such, it can be added to the handful of publications that have sought basic demographic data in the cuneiform record, and therefore has value to those scholars who are also interested in migration and settlement. It suggests that the origins of servile systems in Babylonia can be explained with the Nieboer-Domar hypothesis, which proposes that large-scale systems of bondage will arise in regions with plentiful land but few workers. Once established, these systems persisted and were reinforced through Babylonia’s high balance mortality, political ideologies, economic incentives, and social structures.
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 | 0.001 | 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) | 0.000 | 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