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
Conservation science, also known as heritage science, is an interdisciplinary field that focuses on preserving artistic and cultural heritage objects and contributes to an understanding of their context. Characterizing individual materials and their deterioration yields knowledge of the structure and properties of a heritage object and, along with identifying degradation pathways, furthers development of conservation treatments. Research also determines the ideal environmental conditions for heritage objects, for example, appropriate relative humidity and temperature ranges and lighting conditions. Recommendations for appropriate materials for exhibiting, storing, and transporting objects as well as for use in conservation treatments are also based on conservation science research. Conservation scientists specialize in specific analytical techniques and apply expert knowledge of sampling, sample preparation, data interpretation, and the significance of the results for cultural heritage. These professionals work closely with others, for example conservators, archaeologists, art historians, and curators.
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 | 0.001 | 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 | 0.032 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 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