Additions to the list of shallow-water Mollusca of Cape Hatteras, N. C., dredged by the U. S. fish commission steamer "Albatros", in 1883 and 1884
Bibliographic record
Abstract
TRE followiug list is intended t o inclode only species not previoiisly rccorded from the regioil off Cape Hatte~as, between lowwater mark and 50 fathoms; although in one or two iustances recorded species are mentionecl, where there is some variation from tbe origind description, or d o ~i b t as t o their iclentity, It is by no means complete, as there are still a number of species which have not been satisfaotorily identified.There is also a large slmonnt of fine shell-snnd, which has not yet Been assorted.The lists used for comparison are " Mollusca of Beaufort, N. C.,' ' by Dr. Wm. Stimpson, pubiishccl in the American Journal of Science, vol.xxix, p. 44, 1860; ' < Naturitl History of Fort Macon, N. C., an& Vicinity (No. 2)' by Dr. Elliott Coues, publishecl in Proc.Acacl.Nat.Soi.PhilaclelpIiia, p. 120, Jiily, 18'11 ; American Mai-ine Conchol-~g y , ~' By Geo.W. Tryou, Jr., 1 8 1 3 ; :111cl C'Natiirsl 13istory of Fort Macon, N. C., aiid Viciiiity " (No. 5), by Drs.Elliott Coiies ancl1-I.C. Yarrow, publishecl in I'
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.071 | 0.014 |
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".