Reproductive biology and phylogeny of Cetacea : whales, dolphins, and porpoises
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
Preface to the Series-Barrie G. M. Jamieson Preface to this Volume-Debra L. Miller 1. Cetacea: An Historical Overview Giovanni Bianucci and Walter Landini 2. Fossil History Giovanni Bianucci and Walter Landini 3. Classification and Molecular Phylogeny Claudine Montgelard, Emmanuel J. P. Douzery and Jacques Michaux 4. Functional Anatomy of the Cetacean Reproductive System, with Comparisons to the Domestic Dog Sentiel A. Rommel, D. Ann Pabst and William A. McLellan 5. Anatomy with Particular Reference to the Female Stephanie Ploen and Ric Bernard 6. Endocrinology of Reproduction Shannon Atkinson and Motoi Yoshioka 7. Ovary, Oogenesis, and Ovarian Cycle Yutaka Fukui 8. Testis, Spermatogenesis, and Testicular Cycles Stephanie Ploen and Ric Bernard 9. The Mature Cetacean Spermatozoon Debra L. Miller, Eloise L. Styer, Shoichi Kita and Maya Menchaca 10. Fertilization Yutaka Fukui 11. Embryogenesis and Development in Stenella attenuata and Other Cetaceans J. G. M. Thewissen and John Heyning 12. Placental Structure and Comments on Gestational Ultrasonographic Examination Debra L. Miller, Eloise L. Styer and Maya Menchaca 13. Courtship and Mating Behavior Catherine M. Schaeff 14. Reproduction in Relation to Conservation and Commercial Exploitation Aleta A. Hohn, Ruth Y. Ewing and Julia Zaias 15. Population Genetics of Marine Mammals Greg O'Corry-Crowe Index
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.009 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.003 |
| 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 it