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
Iamblichus' philosophical position is essentially an elaboration of the Platonic system propounded by Plotinus, though strongly influenced by such sources as the Pythagorean pseudepigrapha and the Chaldaean Oracles. At any rate, it is plain that for the Athenian School the most significant figure among their immediate predecessors was Iamblichus, both for his adoption of theurgy and for the greatly increased elaboration of his metaphysical scheme, which seemed to them to do justice to the true complexity of the intelligible world. The role of theurgical theory and practice in the thought of Iamblichus has been rather played down, as having, been in the past given too prominent a role in his philosophy, but it cannot at the same time be denied that Iamblichus himself accorded quite a prominent role to the practice of rituals in ensuring the efficacy of philosophical speculation; and this after all reminds us that, for later Platonists, Platonism was a religion as well as a philosophical system.
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) | 0.000 | 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