Deciphering causes and behaviors: A recurrent pattern of tail injuries in hadrosaurid dinosaurs
Bibliographic record
Abstract
Elevated frequencies of repeated injuries are identified in the proximo-middle caudal region of hadrosaurid dinosaur tails. The affected vertebrae show healing injuries in the distal region of the vertebral neural spines, but the causes are yet indeterminate. A finite element analysis was performed on a modeled caudal vertebral series to test if such injuries were caused by loading weight. Our results indicate that the deforming stress resulted from the same dorsal force pressing upon a large area of the tail. We scrutinized all possible biological scenarios that could cause the pathological deformation of the bones. The affected area corresponds to the putative position of the cloacal opening, indicating the possibility that the dorsal force might correspond to the action of a mounting male. As such, these potential mating injuries may represent the first indirect evidence of sexual behavior in non-avian dinosaurs, and a novel approach to recognize female 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".