Rheumatoid Arthritis: An Examination of Arthropathy in Antiquity
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
Arthropathy – or joint disease – is the most common post-cranial pathological change found in skeletal remains, both today and in the past. Responsible for a great amount of pain and discomfort in modern populations, arthropathy continues to be highly researched in current clinical and paleopathological studies. Despite its frequency in an archaeological context, differentiation between various types of arthropathy can prove challenging. Rheumatoid arthritis (RA), for example, is historically underrepresented in the archaeological record. This may be due to a combination of the poor preservation of hand and foot bones (the locale where the bony alterations of RA begin), the non-specific appearance of RA lesions on bones, as well as other biases inherent in the bioarcheological record. This article analyzes the origins and antiquity of RA, as well as some of the issues with differential diagnosis using clinical and paleopathological literature, including probable and potential cases.
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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) | 0.000 | 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