Goat lake, a warm water, estuarine refugee for mollusks on the south shore of Nova
Bibliographic record
Abstract
Goat Lake is a tidal, silled, 11.5 m deep lake-like estuary situated off Mahone Bay on the Atlantic coast of Nova Scotia. The lake is flushed for 2 hand 21 min during an average high tide. and requires between 8 and 32.4 days for complete exchange depending on stratification conditions. Salinity al depths below 3 m average 28 0/00. A 0.5-1 m surface layer of brackish water in combination with the limited flushing led to periods of anoxia in water deeper than 5 m. Maximum surface temperature was 25.1°C during the summer and average summer surface temperature was 2.8"C above adjacent Mahone Bay. Goat lake has reproducing populations of the ribbed mussel, Ceukensia demissa and American oyster, Crassostrea virginica which rarely occur along the south shore of Nova Scotia. Unique marine ecosystems, such as Goat Lake, should be surveyed and some possibly placed on the list of protected, natural heritage sites in the province of Nova Scotia. Goat Lake, situ ~ en dehors de MaHone Bay sur la cOte atlantique de la Nouvelle·£cosse, est un estuairesujet ~ lamar~,pro(ondde 11.5 m avec unseuil etavec I'apparenced'un lac. Ce lacest ino~ pendant 2 h et 21 min lors d'une moyenne haute mar~, et a besoin de 8 ~ 32.4 jours pour un ~change complet, ~pendant des conditions de stratification. Au dessous de 3 m, la salinit ~ a une moyenne valeur de 28 0/00. Une couche superfiCielle d'eau sautnatre de 0.5·1 m, avec un ~borclement limit~, a produit des ~riodes d'anoxie dans I'eau en dessous de 5 m. La tem~ature superficielle maximum pendant I'~t~~tait 25.1 °C et la t~rature superficielle moyenne pendant I'~t ~ ~ait 2.8°C plus~lev~ que celie de la Mahone 8ay avoisinante.1I y a dans Goat Lake des populations reproductrices comme la moule ~ cOtes Geukensia demissa et I'huitre a~ricain Crassostrea virginica, deux es~ces que I'on trouve rarement sur la cOte sud de la Nouvelle--£cosse. Les Kosyst~mes uniques, comme ceux de Goat Lake, devraient t!tre surveill~s, el, si poSSible, plac~s sur la liSle des sites naturels prot~g~s en patrimoine dans la province de la Nouvelle--£cosse.
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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 | 0.001 | 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) | 0.004 | 0.001 |
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".