GEOGRAPHIC VARIATION IN NUCLEAR GENES OF THE EASTERN OYSTER, CRASSOSTREA VIRGINICA GMELIN
Bibliographic record
Abstract
The eastern oyster, Crassostrea virginica Gmelin, is a common inhabitant of estuarine and coastal waters from maritime Canada through the Gulf of Mexico. Because mitochondrial DNA haplotypes exhibit a distinct genetic break between Atlantic and Gulf oysters at Cape Canaveral, Florida, the degree of divergence between Atlantic and Gulf oysters in nuclear genes is less well known. We examined patterns of variation in four nuclear loci using restriction fragment analysis of amplified DNA (PCR-RFLP) in oysters (n = 317) from 16 locations spanning the geographic range of C. virginica. Marked differentiation was observed between Atlantic and Gulf populations, with smaller differences detected between North Atlantic and South Atlantic populations. Intermediate populations were observed in both eastern and northwest Florida. Regional population structure was also evident in the Gulf Coast, with Texas oysters highly divergent from all other populations.
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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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 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".