Species Profiles: Life Histories and\nEnvironmental Requirements of Coastal Fishes\nand Invertebrates (Mid-Atlantic): Alewife/Blueback Herring
Bibliographic record
Abstract
This profile covers life historyand environmental requirements ofboth alewife (Alosa pseudoharengus)and blueback herring (Alosa aestivalis),since their distribution isoverlapping and their morphology,ecological role, and environmentalrequirements are similar.The alewife isan anadromous species found inriverine, estuarine, and Atlanticcoastal habitats, depending onlife cycle stage, from Newfoundland(Winters et al. 1973) toSoutn Carolina (Berry 1964).Landlocked populations are i n theGreat Lakes, Finger Lakes, andmany other freshwater lakes(Bigelow and Sch roeder 1953;Scott and Crossman 1973). Theblueback herring is an anadromousspecies found in riverine,estuarine, and Atlantic coastalhabitats, depending on life stagecycle, from Nova Scotia to theSt. Johns River, Florida (Hildebrand1963)
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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 | 0.001 | 0.001 |
| 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) | 0.018 | 0.007 |
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".