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
AM: “Settle thy studies, Faustus, and begin / To sound the depths of that thou wilt profess.”1 Thinking about what to do next we are liable to be haunted by past efforts, per-haps by a diabolical presence such as this German magus, mocking any attempts to enumerate all we've tried and to propose some new and occult mode of inquiry. As if successive attempts to do more, or better, with less would be sufficiently original (“Foucault farewell! Where is Har-man?”). Should we always be in pursuit of The Next Big Thing? Perhaps the first thing to consider is the risk that in seeking to gain divinity, we will lack all ambition to invent other futures. “Lines, circles, schemes, letters, and charac-ters! / Ay, these are those that Faustus most desires. O what a world of profit and delight, / Of power, of honour, of omnipotence / Is promised the studious artisan!”2 But is that what we really want now?
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 | 0.000 | 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) | 0.028 | 0.013 |
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