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Record W4318064155 · doi:10.5206/wurjhns.2021-22.2

Rapid Speciation of the London Underground Mosquito (Culex pipiens molestus)

2022· article· en· W4318064155 on OpenAlexaffvenue
Youssef Garras, Patricia M. Gray

Bibliographic record

VenueWestern Undergraduate Research Journal Health and Natural Sciences · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPlant and animal studies
Canadian institutionsWestern University
Fundersnot available
KeywordsAllopatric speciationGenetic algorithmBiologyCulex pipiensEcologyPopulationEvolutionary biologyZoologyLarva

Abstract

fetched live from OpenAlex

In evolutionary biology, speciation is often perceived as a gradual evolutionary process spanning thousands of generations. However, the emergence of the London Underground mosquito (Culex pipiens molestus) from the common house mosquito (Culex pipiens) illustrates a recent, observable speciation event. Via allopatric speciation, the mosquito population in London’s underground railway system evolved distinct behavioural and physiological characteristics, becoming isolated and successful in its unique underground environment. The two mosquito species are significantly genetically distinct, and various reproductive barriers exist between them. The London Underground mosquito demonstrates a rapid speciation event that occurred over only a couple generations and is a strong model of evolution.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.495
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0060.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.122
GPT teacher head0.340
Teacher spread0.219 · 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 teacher head, not a consensus.

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

Citations1
Published2022
Admission routes2
Has abstractyes

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