Evidence of horsemanship in two Szekler noblemen from the Baroque period
Bibliographic record
Abstract
Abstract The Szeklers are a biologically and archaeologically understudied Hungarian cultural group who have occupied the Carpathian Basin since at least A.D. 1000. For most of their history, they were an autonomous group given special nontaxed status in exchange for their service to the Kingdom of Hungary as cavalrymen and defenders of the eastern front. Excavation of a church in Harghita County, Romania, has uncovered the remains of two adult males in a brick‐lined crypt beneath the pulpit of the church. The partial name ‘FERE’ was preserved in nails on the coffin lid of one of the interments. The Ferenczy family was the noble family for the area. Macroscopic observation of the skeletal remains showed several non‐normal skeletal characteristics. As a suite of traits, the characteristics suggest long‐term and frequent horseback riding per the clinical and archaeological literature. Skeletal indicators of horsemanship combined with the known responsibilities of Szekler noblemen support an interpretation of horse riding behaviour. This case study is important because it contributes to the growing understanding about skeletal modifications related to horseback riding and adds to the limited biological and archaeological literature regarding Szekler individuals.
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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 | 0.000 | 0.011 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".