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
This book offers a comprehensive account of the major philosophical works on friendship and its relationship to self-love. The book gives central place to Aristotle's searching examination of friendship in the Nicomachean Ethics. Lorraine Pangle argues that the difficulties surrounding this discussion are soon dispelled once one understands the purpose of the Ethics as both a source of practical guidance for life and a profound, theoretical investigation into human nature. The book also provides fresh interpretations of works on friendship by Plato, Cicero, Epicurus, Seneca, Montaigne and Bacon. The author shows how each of these thinkers sheds light on central questions of moral philosophy: is human sociability rooted in neediness or strength? is the best life chiefly solitary, or dedicated to a community with others? Clearly structured and engagingly written, this book will appeal to a broad swathe of readers across philosophy, classics and political science.
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 | 0.003 |
| 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