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Record W4414748247 · doi:10.1038/s41598-025-17584-z

Evidence that freshwater mussels attempt temporal partitioning of their host fishes

2025· article· en· W4414748247 on OpenAlexafffundabout
Stephanie L. Smodis, Todd J. Morris, Josef Daniel Ackerman

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicAquatic Invertebrate Ecology and Behavior
Canadian institutionsUniversity of GuelphFisheries and Oceans Canada
FundersFisheries and Oceans CanadaNatural Sciences and Engineering Research Council of Canada
KeywordsMusselAbundance (ecology)Host (biology)UnionidaeMollusca

Abstract

fetched live from OpenAlex

Freshwater unionid mussels, which have parasitic glochidia larvae, often occur in multispecies mussel beds where they likely compete for host fishes. The temporal dynamics of glochidia release was examined at 2-h intervals over ten, 24-h periods in the Sydenham River, Ontario, Canada from late August through September 2020 using a rosette water sampler. A total of 6104 glochidia from 17 species were identified morphometrically and these were dominated numerically by four species (Eurynia dilatata; Ortmanniana ligamentina; Epioblasma triquetra; and Cyclonaias tuberculata). The total glochidia abundance was greatest during the night, 20:00 h (± 1 h) local solar time (LST) in part because of the dominant species. Conversely, the abundance of glochidia from individual species was not uniform temporally among days (p < 0.001) nor time-of-day (p < 0.001) but appeared to coincide with the reported diel activity periods (i.e., diurnal, crepuscular, and nocturnal) of the host fishes for 10 species. The abundance of glochidia peaked at different times in unionid species that shared hosts (five cases), suggesting an attempt to partition host fishes temporally. Whereas temporal partitioning of hosts could ultimately provide a mechanism by which multiple species of unionids coexist in the same habitat, this is remarkable because glochidia release occurs over longer temporal scales (i.e., weeks), and there is limited gill-space on host fish, especially small individuals that may not have acquired immunity. Recognizing the temporal dynamics of glochidial abundance in multispecies mussel beds will inform conservation approaches that address mussel-host fish relationships in this imperiled taxon.

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 score0.025
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

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

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 head0.036
GPT teacher head0.256
Teacher spread0.220 · 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
Published2025
Admission routes3
Has abstractyes

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