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 paper argues that the first two books in Frank Herbert and Bill Ransom’s Pandora series—Destination: Void (1966; written by Herbert alone), and The Jesus Incident (1979)—anticipate, only to counter, Alain Badiou’s argument that a secular, non-transcendental universalism is either possible or necessary to a grounded ethics. Herbert and Ransom instead point to the ways in which universalist ethics tend toward violent assertions of particular viewpoints that pass themselves off as “transcendent” truths. Presenting the AI Singularity—the moment artificial intelligence becomes self-aware—as a Badiou-esque event, and juxtaposing it to a radical form of mutual dependency with a self-aware ecosystem, the Pandora novels point to a need to abandon universals for the ebb and flow of a situational ethics, as violent and ungrounded as they may be.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 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