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Record W6910766814 · doi:10.5061/dryad.6djh9w1dw

Local Adaptation of Male Sexual Fitness in Drosophila melanogaster

2025· dataset· en· W6910766814 on OpenAlexaff

Bibliographic record

VenueOpen MIND · 2025
Typedataset
Languageen
Field
Topic
Canadian institutionsUniversity of TorontoUniversity of Ottawa
Fundersnot available
KeywordsExperimental evolutionAdaptation (eye)Local adaptationDrosophila melanogasterSexual selectionGenetic FitnessAbiotic componentLarvaCompetition (biology)

Abstract

fetched live from OpenAlex

Mate competition gives rise to sexual selection, and healthier, more vigorous males are likely to be superior competitors. Because most genes are likely to impact an individual’s vigor, sexual selection should act across much of the genome to favor the same alleles as natural selection, thereby promoting adaptation. On the other side of the coin, adaptation to an environment should enhance male sexual fitness in that environment because it is likely to increase the overall vigor of individuals within a population. Surprisingly, there are few tests of this latter prediction, and results are mixed. Taking advantage of a long-term evolution experiment involving replicate populations of Drosophila melanogaster, we performed a reciprocal transplant in which populations evolved in one of two alternative larval environments were reared in each of these two environments. Larval survival was quantified as an index of non-sexual fitness reflective of adaptation to their local larval environment, and the sexual fitness of the males that ecolosed was then compared via a comprehensive measure that included pre- and post-copulatory reproductive success in a competitive assay performed under conditions that closely mirrored those to which the populations had been evolving. Body size (adult dry weight) and development time (egg-to-adult eclosion) were also recorded for males and females that eclosed from the reciprocal transplant. The results add support to the idea that local adaptation to the abiotic environment enhances male sexual fitness.

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: Observational · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.019
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.005
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0190.014

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 head0.047
GPT teacher head0.325
Teacher spread0.277 · 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
GenreDataset

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
Published2025
Admission routes1
Has abstractyes

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