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 Celestial Inclinations: A Life of Augustus provides a new perspective on the life and career of the first Roman emperor, Augustus (63 b.c.–a.d. 14) and presents the case that Augustus used his knowledge of the celestial sphere in various ways to confirm for himself and convey to others that the heavens supported his activities on Earth and his inevitable greatness. The book is based on fresh assessments of relevant ancient historical, literary, astronomical, astrological, and artistic sources for the years prior to and during the life of Augustus. The book combines these sources with astronomical sky maps and astrological diagrams to offer fresh interpretations of critical events in the life of Augustus at a time when the celestial sphere had come to play an important cultural and political role. Topics include the birth and death of Augustus; the identification of the celestial object that appeared at the ludi in honor of Caesar in 44 b.c.; the Battle of Actium; the iconography of the Tellus Relief Panel on the Ara Pacis Augustae; the Ludi Saeculares; Augustus’ major building projects in Rome; and Augustus’ interactions with major historical figures of the period, such as Cicero, Caesar, Agrippa, Antonius, and Tiberius.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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