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 Although first-century writings in the New Testament, Dead Sea Scrolls, and the pseudepigrapha are widely recognized for their descriptions of the ultimate destiny of individuals and the world, the views of Philo of Alexandria do not get the same attention. To situate the apocalyptic eschatologies of Jesus, the Qumran sectarians, and Enoch in their context, we must compare them to the eschatology of this contemporary Hellenistic Jew. I demonstrate that Philo’s eschatology is shaped by two convictions: (1) that God is good and can do no evil, and (2) virtue must be developed within people in this life. These convictions entail that the purpose of punishment must be solely for correction, and that God provides unlimited opportunity for souls to improve. Philo held that reincarnation provides just such an ever-improving spiral in which souls finally become wise by honoring God and consequently the world becomes a peaceful, prosperous paradise.
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 | 0.000 |
| 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