Hadrosauroid Material from the Santonian Milk River Formation of Southern Alberta, Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The first hadrosauroid remains from the Santonian Milk River Formation are described here and include a right frontal, partial left jugal, right surangular, fragmentary right quadrate, dentary, teeth, and postcranial elements. When considered within a phylogenetic context, this material indicates the presence in this formation of at least one non-lambeosaurine hadrosaurid, possibly with close affinities to the approximately contemporaneous Lophorhothon from southeastern North America. The material described here represents the only geographic occurrence of Santonian hadrosaurids from the northern part of the Western Interior Basin. Given the putative occurrence of latitudinally arrayed northern and southern dinosaur “provinces” on Laramidia during the late Campanian, the Milk River Formation fauna has implications for understanding the origin of the faunal differentiation that occurred later in the Cretaceous.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it