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 Until its despoliation by the warriors of the Fourth Crusade in 1204, the relic-collection of Constantinople was the largest and most illustrious of relic-collections in Christendom. “Collection” is not an altogether appropriate word however, for the relics were unevenly distributed among the various shrines of the city. First among these stood the so-called “Lighthouse” church [του Φάϱου] of the Theotokos within the Great Palace, probably founded by the iconoclast emperor Constantine V Kopronymos. This was the imperial relic-collection par excellence , housing such outstanding relics as the Sacred Mandylion from Edessa, the Wood of the True Cross (most of the time) and many other famous relics. The principal churches of the city also had their relics: remains of the “Apostles” Andrew, Timothy and Luke lay beneath the altar of Holy Apostles' Church, the body of John Chrysostom to one side of it. Chalkoprateia housed the girdle [ζώνη] of the Theotokos, Blachernae her shawl [μαфóϱιον] – the list goes on and on. Indeed the impression is given that every significant church, including certain monastic foundations, possessed one or more relic(s).
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) | 0.001 | 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