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
he Victorian home is often portrayed in literature and art as one of beauty, comfort, and warmth whether it be in the sumptuous mansions of the aristocrats, the less ostentatious homes of the middle class or the cozy cottage dwellings of the working class. These representations are a façade for behind the walls of many of these houses of the nineteenth century lurked a quiet and slowly poisoning agent that produced a sickening and often lethal environment. The culprit was arsenic and its use to provide the vibrant colours in wallpapers greatly sought by the consumers resulted in numerous illnesses and death. Little was done by Parliament curtailing the use of arsenic as economics and trade outweighed their concerns for the health of the nation. It was the consumers determination aided by the health and medical officials and the press that forced the manufacturers to cease production of wallpaper containing arsenic and thereby exercising a dynamic influence on consumerism in the late Victorian Era.
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) | 0.002 | 0.007 |
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