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Record W4412979908 · doi:10.1016/j.ympev.2025.108427

Phylogenomics of African Labeo (Cypriniformes: Cyprinidae) emphasizing central African species

2025· article· en· W4412979908 on OpenAlexafffund
Tobit L. D. Liyandja, Brian Tilston Smith, S. Elizabeth Alter, Brian L. Sidlauskas, Melanie L. J. Stiassny

Bibliographic record

VenueMolecular Phylogenetics and Evolution · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFish Biology and Ecology Studies
Canadian institutionsRoyal Ontario Museum
FundersUniversity of TorontoConservation Action Research NetworkIdea WildAmerican Museum of Natural HistorySociety of Systematic BiologistsUniversity of Toronto ScarboroughNational Science Foundation
KeywordsCypriniformesBiologyCyprinidaeLabeoPhylogenomicsZoologyEcologyFisheryFish <Actinopterygii>PhylogeneticsClade

Abstract

fetched live from OpenAlex

Labeo constitutes the largest genus within the cyprinid tribe Labeonini with over 110 recognized species in Africa and Asia. The clade comprises a major component of the herbivore/detritivore guild with considerable socio-economic importance to artisanal and commercial fisheries. A pan-African distribution and wide variety of habitat occupancy make the group a model to investigate diversification patterns, eco-phenotypic variation, and biogeographical events underpinning their radiation at a continental scale. However, previous attempts to elucidate Labeo systematics using either molecular or morphological data have failed to produce congruent and robust results, and much taxonomic and nomenclatural confusion remains. Here we present the first phylogenomic analysis of the genus using 2,187 ultraconserved elements from 85 taxa, including 56 recognized species, 27 cryptic (candidate) species, and outgroups from the Asian Labeonini. Both concatenated and coalescence-based phylogenetic analyses strongly support monophyly of African Labeo and recover three major clades comprising at least nine species groups. Two main clades are pan-African, while the third is restricted to four ichthyofaunal provinces. With the single exception of the L. umbratus group, none of the previously proposed morphological groupings are resolved as monophyletic, suggesting rampant morphological convergence across the radiation. In this study, interspecific relationships are well resolved and time calibration results corroborate the key role of the Miocene in the radiation of African freshwater fishes. We identify numerous previously unrecognized taxa, and our study provides a much-needed framework for the taxonomic revision of Labeo, a task critical for the development of sound management of these important food fishes.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.671
Threshold uncertainty score0.309

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.008
GPT teacher head0.190
Teacher spread0.182 · 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.

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

Citations1
Published2025
Admission routes2
Has abstractyes

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