Cranial anatomy of the early cynodont Nythosaurus larvatus
Bibliographic record
Abstract
The compiled dataset includes the raw CT data of the cranium of the early cynodont Nythosaurus larvatus (NHMUK PV R1715). The dataset is part of a morphological description of this specimen. NHMUK PV R 1715 was micro-CT scanned in the Imaging and Analysis Centre of the Natural History Museum in London using a Nikon Metrology HMX ST 225 X-ray scanner with a voxel size of 0.0159 mm, a voltage of 190 kV and a current of 89 µA. Data were analyzed and visualized with the aid of the software VGStudio Max 3.4 (Volume Graphics GmbH, Heidelberg, Germany).
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.009 | 0.007 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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; both teacher heads agree on what is shown here.
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".