Bibliographic record
Abstract
Any attempt to describe and understand the transition between ancient and medieval philosophy is immediately confronted by the enormous quantity of writings to be evaluated and by the complexity of their interrelations. In the face of such a challenge, certain methodological premisses guiding the selection of authors, texts and themes must be established, even if that selection can only be fully justified at the conclusion of the project. The analysis to be undertaken here will employ the following explicit criteria. First, the authors of the texts transmitted and their privileged themes will be used as the basis for investigating the readers of the transmitted texts and their privileged themes rather than the reverse. To provide some concrete examples, we will employ the ancient writer Calcidius’ presentation of the three principles of Platonism as a starting-point for the discussion of Hugh of St Victor’s medieval treatment of the same topic, or the ancient writer Boethius’ definitions of nature as a starting-point for Iohannes Scottus Eriugena’s treatment of the same issue during the ninth century, or again the ancient writer Proclus’ placing of the One beyond Being as a starting-point for Berthold of Moosburg’s medieval treatment of the same question. Discussion of the actual medieval context of such philosophical questions in a systematic or chronological manner will not be our primary concern.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.011 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".