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
During the lifetime of Augustus (from 63 B.C. to A.D. 14), Roman civilization spread at a remarkable rate throughout the ancient world, influencing such areas as art and architecture, religion, law, local speech, city design, clothing, and leisure and family activities. In this vivid book, Ramsay MacMullen investigates why the adoption of Roman ways was so prevalent during this period. Drawing largely on archaeological sources, MacMullen discovers that during this period more than half a million Roman veterans were resettled in colonies overseas, and an additional hundred or more urban centers in the provinces took on normal Italian-Roman town constitutions. Great sums of expendable wealth came into the hands of ambitious Roman and local notables, some of which was spent in establishing and advertising Roman ways. MacMullen argues that acculturation of the ancient world was due not to cultural imperialism on the part of the conquerors but to eagerness of imitation among the conquered, and that the Romans were able to respond with surprisingly effective techniques of mass production and standardization.
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 | 0.000 |
| 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