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 Marcian (? – ca 474) was appointed oeconomos of the properties of the Great Church by the Patriarch Gennadius (458–471) possibly after serving as the last Novatian bishop of Constantinople. He employed his considerable personal wealth in founding and restoring churches in the capital, most significantly one named Anastasia, incorporating the “small oratory” in which Gregory of Nazianzen had ministered to the faithful remnant of Nicenes during the winter of 379–380: a church with significant Gothic connections. A critical edition of the complete text of the vita (previously only available in the Metaphrastic version, PG 114, 429–456) is here presented and translated. The vita was composed by one Sergius almost certainly some considerable time after the death of Marcian for, although it provides some useful information on the nature of the surviving buildings attributed to him, the little it has to say about the man himself largely consists of conventional miracula rather than of biographical detail – of which there is surprisingly little. Even certain data known from other sources are passed over in silence. On the other hand, the healing properties of the Anastasia church are affirmed with a passage taken almost verbatim from Sozomen. While the vita is in no sense a biography of the saint, it does contain a wealth of information on a fifth-century Constantinople.
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 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