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
Summary: The main themes of the spiritual doctrine of St. Catherine of Siena, doctor of the Church, as they emerge from her works, Dialogue with Divine Providence, Prayers and Letters, are the following: her eminent Christocentrism which appears in her doctrine of Christ as the bridge and in the exaltation of the blood of Christ, her vision of the Church founded in the blood of Christ, bride of the Trinity in Christ, the importance she attributes to the knowledge of self which human beings are called to realise in order to undertake the right spiritual journey which leads them to union with God, the value of discretion which for her emerges from that human knowledge of self which unites the vision of God with the vision of the human being, from which charity arises and, finally, the theme of prayer, which, for Catherine, represents above all the ardent desire of the love which moves and guides every expression of persons who aim to allow themselves to be drawn by God into that profound and deep sea which is He Himself, Love in its essence.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it