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 Romano‐British goddess who personified the Brigantes, the largest tribe in Roman Britain, which, according to Ptolemy, extended ”from sea to sea” (Geog . 2.3.10) – across the Pennines and most of northern England. Appropriately the name derives from Celtic *frng‐(”high”), like that of the Irish saint Brigit, who may have once been a cognate deity. The only representation is the stone figure from Birrens (Dumfriesshire) (CSIR I.4, No. 12= RIB 2091), a winged female warrior with shield, spear, and orb, plumed helmet with mural crown implying power to protect a city or people, the Gorgon's‐head aegis on her breast, and a conical omphalos stone beside her. These attributes identify her with Minerva, Victoria, and Dea Caelestis, the North African Juno/Tanit. The only other evidence of her cult and its extent are seven inscribed altars: RIB 623 (found near Huddersfield, in the masculine form Bregans); RIB 627 (dedicated near Halifax in 208 CE , which equates her with Victoria); RIB 628 (Castleford); RIB 630 (near Leeds); RIB 1053 (South Shields); RIB 1131 (Corbridge, dedicated by a centurion who equates her with Caelestis and Juno Regina, the consort of Jupiter Dolichenus); and RIB 2066 (Brampton, near Carlisle, dedicated by the imperial procurator of Britain to the ”goddess‐nymph” Brigantia for the well‐being of the emperor Caracalla, probably in 212 CE ). These may imply official recognition in the early third century CE , perhaps as personifying the new province of Lower Britain, but the evidence from Birrens, which was apparently abandoned ca. 180 CE , proves that the cult already existed.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.029 | 0.024 |
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