Presence of the Diffuse Idiopathic Skeletal Hyperostosis in Avinganya rural population (Lleida, Iberian Peninsula).
Bibliographic record
Abstract
Diffuse idiopathic skeletal hyperostosis (DISH) has largely been associated with high socioeconomic status rather than lower social status in paleopathological studies. This difference has been explained as a consequence of a high intake of fats and sedentary lifestyle that could be related to metabolic syndrome and obesity, associated risk factors in DISH by some clinical authors. This association is also known as the ‘monastic way of life’. In this work, we present a DISH case corresponding to a male individual exhumed from a civil burial site of the necropolis of the Trinitarian Monastery of Avinganya, in the North-East of Iberian Peninsula. In this case, DISH coexists with some evidences of occupational stress markers (back lesions and traumas) that indicate a non-sedentary lifestyle, despite the individuals overweight. Therefore, the present case of DISH seems to contradict the ‘monastic way of life’ association. The previous relationship can be explained as a bias in the sample analysed, where high status individuals have longer survival ratios, so more probabilities to develop DISH, because age is a proved risk factor. In this way, mechanical stress is proposed as another risk factor of DISH, which is more accurate to explain this case.
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How this classification was reachedexpand
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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".