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
By examining an array of sources from seventeenth century England, This article studies the medicines and medical community in a disease-ridden context. I chose the seventeenth century as the field of this research, particularly because plague eruptions occurred frequently in England throughout this period of time. The article serves as a material-culture history, for it is built around the materiality of medicines: Their distinct characters, their manufacturing, and their retailing. This article contends that seventeenth-century English medicines reflect the general stagnation in the development of medical ideas and serious divisions within the medical community. People’s preoccupation with scents indicate their reliance on ancient doctrines, and the lack of consensus regarding manufacturing methods manifested the rifts within the medical community. The disputes also existed in regards to medicine-selling, as two prominent professions of the medical industry, the physicians and apothecaries, antagonized each other due to profit conflicts in the medical market. The fogyish ideas, endless disputes, lack of consensus, and the poor effects of medicines reflect a stagnated and chaotic era during which medicines were an essential source of controversy.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.008 |
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