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
Laurence Lampert’s latest book is a work in which biography, exegetical scholarship, and substantive philosophical commentary are tightly intertwined. Consider his description of the book’s mandate: Nietzsche’s thinking from the beginning developed toward a natural conclusion that he understood and articulated only at the end: the philosopher as the exemplar of the highest human activity, thinking, can attain insight into the fundamental character of beings, of being as such, an always only inferential insight that is nevertheless rationally defensible and that he invites his readers to test. That insight grounds a second feature of Nietzsche’s thinking present at the beginning and fulfilled by the course of his thinking, the philosopher’s capacity to make, an artist’s capacity to fashion a way of living out of a way of understanding. The argument of my book is that the course of Nietzsche’s becoming led to insight into the fundamental fact and the highest value. (Lampert 2017, pp. 13–14)
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.058 | 0.009 |
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