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 Written more than 1600 years ago, Orosius’s Historiae remains a curious, contradictory, and controversial text. It is both unique and genuinely innovative, and yet it is arguably derivative, appropriating elements of other ancient literary works, ideologies, and systems into a hybrid whole. Ultimately, the Historiae is both a stabilizing and destabilizing form of cultural assertion and appropriation. The reception of the work throughout the centuries since it was written is far beyond curious, and is nothing short of incredible. Particularly emotive critical responses tend to isolate the Historiae and Orosius on polarities of opinion, either as a disgrace, or as a pillar of the Christian Church. How can the reader be sure what they have in their hands? The answer, it seems, rests almost entirely on the audience, and it is to that audience and their reception of the text, rather than the text itself, that this Special Issue turns.
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 | 0.002 |
| 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