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
The eight-day nundinal cycle was, in its own way, as central to Roman experiences of time as other calendrical rhythms. Its role can be illustrated by considering some basic structural features (multi-functionality; superimposition; periodicity), by analyzing prominent literary topoi (on avoiding markets; on crowds), and by revisiting the inscribed nundinal lists from Roman Italy. Le cycle de huit jours qui constitue les nones Romaines était, à sa manière, fondamental à la conscience du temps des Romains ainsi qu'à d'autres cycles calendaires. On peut comprendre son rôle en examinant certaines caractéristiques structurelles fondamentales (multifonctionnalité, surimposition, périodicité), en analysant des topoi littéraires importants (éviter les marchés; les foules) et en réinterprétant les tables calendaires de l'Italie romaine.
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