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
During the eighteenth century, natural knowledge became the focus, the vehicle, and the archetype of public enlightenment. This chapter describes some of the most important conditions underpinning that development. Its central subject is a distinctive realm of print that matured toward the end of the seventeenth century and lasted until the first quarter of the nineteenth – a realm differing in important respects from anything that had existed before. The chapter explains its principal characteristics, showing how they came about and why in the end they proved unstable. It outlines how printed materials were made, circulated, and put to use. From there it proceeds to explain how the features of this realm affected the creation and distribution of knowledge. The materials created by printers and booksellers – not only books themselves but also new objects such as periodicals – substantially changed the construction and representation of knowledge. The chapter’s major claims in this regard are of a general character. They are certainly applicable to what we would now call science; but they also extend far beyond that, and encompass knowledge of many other kinds.
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 | 0.001 | 0.005 |
| 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