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
Marius Victorinus' surviving Christian writings consist of three hymns and nine treatises on the Trinity aswell as commentaries on Pauline epistles, the first in Latin. With the tools of grammar and rhetoric, Victorinus expounds the context of each epistle, clarifying the apostle's theoretical and practical precepts. Victorinus' philosophical learning came to fruition in his Trinitarian works, rich soil for Quellenforschungen. Victorinus' chief contribution is his philosophical conception of God, aptly dubbed 'the first metaphysical theory of a self-reflexive Absolute in the context of Latin theology'. Despite being a marginal character in the history of theology and a minor luminary in the history of philosophy, Marius Victorinus is an exemplar of the pervasive confluence of Greek philosophy and Christianity in late antiquity. He has rightly been recognized as the origin of a remarkable synthesis of Christianity and Platonism in the Latin world; and in this regard Victorinus was a forerunner of the medieval philosophical systems of the Christian West.
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 | 0.001 |
| 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