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Record W7061309386

Pattern, Process and the Evolution of Sexual Dimorphism in Three-Spine Stickleback Fish Gasterosteus Aculeatus from Vancouver Island, British Columbia

2024· article· en· W7061309386 on OpenAlexaboutno aff

Bibliographic record

VenueLoyola eCommons (Loyola University of Chicago) · 2024
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsSexual dimorphismGasterosteusSexual selectionSticklebackNatural selectionCompetition (biology)Niche differentiationSelection (genetic algorithm)PongidaeForaging
DOInot available

Abstract

fetched live from OpenAlex

Males and females of a species often differ from one another in phenotype—a phenomenon known as sexual dimorphism. Sexual dimorphism is most often attributed to sexual selection. However, sexual dimorphism also derives from natural selection when resource competition generates disruptive selection favoring specialization on different resources, resulting in niche partitioning and the evolution of dimorphism in traits related to competition. Sexual dimorphism may be an important route to increased individual fitness (i.e., more resources, more survival). For example, ecologically driven divergent selection between sexes may derive from differences in their environments, resulting in the evolution of dimorphism in traits related to habitat use and resource competition. Such differences between sexes should reduce intersexual competition. First, an existing dataset was used to quantify the existence of sexual dimorphism in 32 populations of Three-spine Stickleback fish, comprised of 16 paired lake-stream populations. We tested for shared and unique aspects of dimorphism within and across lake-stream pairs and asked whether variation in dimorphism could be explained by variation in the environment. We found a significant effect of sex, showing that dimorphism exists in the lake-stream pairs, implying that female sticklebacks are repeatably different from males. Next, using Three-spine Stickleback, we ran a 5-week enclosure experiment with 119 cages containing either same-sex or opposite-sex pairs, using body condition and survival to measure dimorphism's effects on competition. We found that male-male pairs ended with better body conditions than female- female and male-female pairs. Individually, males also had slightly better survival rates than females. This suggests that our evidence is mixed and that natural selection may be driven by patterns of sexual selection in the evolution of sexual dimorphism.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.307
Threshold uncertainty score0.618

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.005
GPT teacher head0.193
Teacher spread0.188 · 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 designObservational
Domainnot available
GenreEmpirical

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
Published2024
Admission routes1
Has abstractyes

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