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
We are presently in the grip of the largest and grandest renaissance that the world has ever seen.This should come as no surprise.When we use the phrase, "the Renaissance," we generally mean the renaissance of the fifteenth and sixteenth centuries.Actually The Renaissance was invented in the nineteenth century.Until then, people didn't think in those terms: we had no word for it.Apparently, it took two and a half centuries for people to recover from that cultural convulsion sufficiently to discover a need for the word."Renaissance" debuts in English in 1845, coinciding with the invention of the telegraph, the technology which precipitated the first stage of the renaissance which now envelops us.Coincidentally, the same date saw the invention-a kind of renaissance-of dinosaurs.The word "dinosaur" too enters the language (1841) at the time of the telegraph.Everyone knew about those piles of old bones that littered the US landscape.In the nineteenth century, Americans even shipped railway cars full of them to Europe; Americans themselves, by and large, ignored them.So why should it take over two centuries to notice the 16 th -century tidal wave of rebirth and renewal?
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 | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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