Bibliographic record
Abstract
Abstract During research conducted in 2019 regarding pelvic shape in population groups and its effects on successful delivery, one of the individuals studied was a Late Dynastic/Coptic Egyptian female mummy approximately 14–17 years old (USNM catalogue number 258601). She had an associated fetus that was wrapped and placed between her legs during mummification (USNM 258602). In 1908, the mother and child were excavated and autopsied for analysis. Field notes from 1908 said she had died from obstetric complications. For our 2019 study, the mummy was CT scanned to acquire the measurements of her pelvis and determine if cephalopelvic disproportion played a role in her death. While examining the CT images, elements of what was believed to be the fetus were identified in the mother. However, there were repetitions of elements, and a second fetus was discovered in the chest cavity of the mummy. The mother was carrying twins. For this study, re‐scanning by CT and plain film radiography of the torso were performed on the mother as well as plain film radiography on the external fetus. Additionally, records and photographs from the 1908 expedition were reviewed to gather additional information on the mummy. Results note this mummy was pregnant with twins and in the middle of the birthing process at the time of her death.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".