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Record W7133287869

Science response : information on candidate critical habitat for Little Quarry Lake sticklebacks

2023· other· en· W7133287869 on OpenAlexaboutno aff
Fisheries and Oceans Canada, Pêches et Océans Canada

Bibliographic record

VenueFederal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada · 2023
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsLimnetic zoneHabitatCritical habitatWildlifeEndangered speciesBiodiversityBenthic zoneHabitat conservation
DOInot available

Abstract

fetched live from OpenAlex

Little Quarry Lake Benthic and Limnetic Threespine Sticklebacks (Gasterosteus aculeatus) are endemic to Little Quarry Lake on Nelson Island, British Columbia (BC). This benthic-limnetic species pair is one of three known extant and genetically distinct pairs found in BC. The benthic and limnetic forms differ genetically and in body morphology, habitat use, and feeding ecology (McPhail 1984; Ridgway and McPhail 1984; Bentzen and McPhail 1984; Bentzen et al. 1984). The pair are kept genetically distinct by low levels of hybridization attributed to a combination of morphological, behavioural, and ecological differences (Bentzen et al. 1984; Ridgway and McPhail 1984; Gow et al. 2008). The major potential threat to the two species is the introduction of invasive species, which can alter the habitat in such a way that could dissolve reproductive barriers and the ability of these two fish species to recognize mates, resulting in increased hybridization (cf. Taylor and Piercey 2018). In 2015, the Committee on the Status of Endangered Wildlife in Canada (COSEWIC) assessed both Little Quarry Lake Benthic and Limnetic Threespine Sticklebacks as Threatened. The species are under consideration for listing under Schedule 1 of the Species at Risk Act (SARA; 2002). If listed, critical habitat (CH) must be identified as a part of the recovery strategy. Critical habitat is defined in the Species at Risk Act as “…the habitat that is necessary for the survival or recovery of a listed wildlife species and that is identified as the species’ critical habitat in a recovery strategy or in an action plan for the species” [s. 2(1)]. Under SARA S.41.1(c) a species’ critical habitat must be identified “to the greatest extent possible, based on the best available information, including the information provided by COSEWIC, and examples of activities that are likely to result in its destruction.” Fisheries and Ocean Canada (DFO) Species at Risk Program has requested science advice in support of the identification of candidate critical habitat necessary for the survival or recovery of Little Quarry Lake Benthic and Limnetic Threespine Sticklebacks, which will be used to inform the identification of critical habitat under SARA. The specific objectives of this review are to: Objective 1: Review information available on the habitat necessary for survival and recovery of Little Quarry Lake Benthic and Limnetic Threespine Sticklebacks and identify the function, features, and attributes of this habitat across life stages. Objective 2: Present candidate critical habitat spatial attributes. This Science Response Report results from the May 30, 2023 regional peer review on the Information for identification of candidate critical habitat of Little Quarry Lake Benthic and Limnetic Threespine Sticklebacks (Gasterosteus aculeatus).

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.957
Threshold uncertainty score0.350

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.1050.023

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.

Opus teacher head0.010
GPT teacher head0.266
Teacher spread0.256 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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Same venueFederal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du CanadaFrench-language works237,207