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
Abstract Up to the nineteenth century, the term “science” ( scientia ) referred to any branch of systematic knowledge, including the arts and fields associated with the humanities today. In the 1950s, C.P. Snow coined the term “two cultures,” denoting a fundamental divide between both fields as a major cultural force of the nineteenth and twentieth centuries. This led historians of science and anthropologists to investigate how such an increasingly hierarchical disciplinary divide emerged. As a reaction to that discussion, we identify structural “in-betweens”—liminal spaces that reveal connections between the two areas in the early modern period. These belong to the field of rhetoric ( energeia , metaphor, acutezza , figura ), artisanal practice, geometry, and analogies with the human body. Identifying these deeper structures helps us reconstruct correspondences between culture and nature that have become buried in later centuries and highlight the ways in which early modern intellectuals conceived nature.
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 | 0.001 |
| 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