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
This paper explores the bioarchaeological methods employed to investigate bog bodies, which are human remains preserved in peat bogs. The distinctive preservation conditions of bogs have facilitated the remarkable survival of soft tissues, hair, and even textiles, dating back thousands of years. Commencing with a concise historical overview of bog bodies and the associated cultural beliefs, this section elucidates how bogs foster preservation. Bioarchaeological techniques for studying of bog bodies encompass note-taking, photography, radiocarbon dating, isotopic analysis, and medical imaging. Subsequent application of these methods to the case study of Tollund Man, a renowned bog body unearthed in the 1950s, allows researchers to reconstruct Tollund Man’s dietary habits, lifestyle, and cause of death, thereby providing fresh insights into the lives of individuals during the Iron Age. The study of bog bodies grants a unique glimpse into the past, and the evolving bioarchaeological methods utilized in their analysis continue to enhance our comprehension of human history.
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 | 0.006 |
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