Vertebrate microfossil assemblages: their role in paleoecology and paleobiogeography
Bibliographic record
Abstract
Contents Preface. Sven Baszio Part 1. Importance of Microvertebrate Sites, Sampling, Statistical Methods, and Taphonomy 1. Information from Microvertebrate Localities: Potentials and Limits Sven Baszio 2. How Much Is Enough? A Repeatable, Efficient, and Controlled Sampling Protocol for Assessing Taxonomic Diversity and Abundance in Vertebrate Microfossil Assemblages Heather A. Jamniczky, Donald B. Brinkman, and Anthony P. Russell 3. Taphonomic Issues Relating to Concentrations of Pedogenic Nodules and Vertebrates in the Paleocene and Miocene Gulf Coastal Plain: Examples from Texas and Louisiana, USA Judith A. Schiebout, Paul D. White, and Grant S. Boardman Part 2. Guild Analysis, Ecological and Faunal Analyses, Biodiversity, and Paleobiogeography 4. The Structure of Late Cretaceous (Late Campanian) Nonmarine Aquatic Communities: A Guild Analysis of Two Vertebrate Microfossil Localities in Dinosaur Provincial Park, Alberta, Canada Donald Brinkman 5. Vertebrate Paleoecology from Microsites, Talley Mountain, Upper Aguja Formation (Late Cretaceous), Big Bend National Park, Texas, USA Julia T. Sankey 6. Terrestrial and Aquatic Vertebrate Paleocommunities of the Mesaverde Formation (Upper Cretaceous, Campanian) of the Wind River and Bighorn Basins, Wyoming, USA David G. DeMar Jr. and Brent H. Breithaupt 7. Lack of Variability in Feeding Patterns of the Sauropod Dinosaurs Diplodocus and Camarasaurus (Late Jurassic, Western USA) with Respect to Climate as Indicated by Tooth Wear Features Anthony R. Fiorillo 8. Diversity of Latest Cretaceous (Late Maastrichtian) Small Theropods and Birds: Teeth from the Lance and Hell Creek Formations, USA Julia T. Sankey 9. Small Theropod Teeth from the Lance Formation of Wyoming, USA Nick Longrich 10. The First Serrated Bird Tooth Philip J. Currie and Clive Coy 11. First Dinosaur Eggshells from Texas, USA: Aguja Formation (Late Campanian), Big Bend National Park Ed Welsh and Julia T. Sankey 12. Review of the Albanerpetontidae (Lissamphibia), with Comments on the Paleoecological Preferences of European Tertiary Albanerpetontids James D. Gardner and Madelaine Bohme 13. New Information on Frogs (Lissamphibia: Anura) from the Lance Formation (Late Maastrichtian) and Bug Creek Anthills (Late Maastrichtian and Early Paleocene), Hell Creek Formation, USA James D. Gardner List of Contributors Index
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".