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Multiple stressors and reproductive success of tree swallows: Perfluoroalkyl acids, chemical mixtures, and ecological factors

2025· article· en· W4415763901 on OpenAlexafffund
Kailee E. Hopkins, Melissa A. McKinney, Robert J. Letcher, Kim J. Fernie

Bibliographic record

VenueThe Science of The Total Environment · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicPer- and polyfluoroalkyl substances research
Canadian institutionsMcGill UniversityCarleton UniversityEnvironment and Climate Change Canada
FundersFonds de recherche du Québec – Nature et technologiesNatural Sciences and Engineering Research Council of CanadaEnvironment and Climate Change CanadaCanadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of CanadaCanada Research ChairsCanada Excellence Research Chairs, Government of CanadaCanada Foundation for Innovation
KeywordsFledgeReproductive successPerfluorooctanoic acidIncubationAvian clutch sizePredationHatching

Abstract

fetched live from OpenAlex

Currently there is limited understanding of reproductive effects of perfluoroalkyl acids (PFAAs), especially long-chain perfluorocarboxylic acids (LC-PFCAs; C 9–21 ), in wildlife. Potential reproductive changes in tree swallows ( Tachycineta bicolor ) were evaluated relative to accumulated PFAAs, polychlorinated biphenyls (PCBs), polybrominated diphenyl ethers (PBDEs), organochlorine pesticides (OCPs) and mercury (Hg) in birds nesting ≤250 m downstream of an urban wastewater treatment plant (WWTP) outflow or at a nearby reference site. Near the WWTP outflow, swallows accumulated higher concentrations of perfluorooctane sulfonic acid (PFOS) and LC-PFCAs, C 10,12–14 , and experienced earlier clutch initiation (2019, 2022), longer incubation periods and poorer fledging success in 2022. Egg LC-PFCAs, C 10–15 , PFOS, and perfluorodecane sulfonic acid (PFDS) concentrations correlated with delayed clutch initiation, longer incubation periods, poorer hatching and/or fledging success. Nestling PFOS and the LC-PFCAs, C 10,12,13, were correlated with reduced overall reproductive success and fledging success; fledging success was likely co-influenced by PFAAs, other contaminants, and low temperatures probably limiting prey availability (2022). While the chicks' measured contaminant concentrations involved a smaller proportion of sum (∑) PFAAs (6 %) than ∑PCBs (41 %), ∑PBDEs (14 %), ∑OCPs (20 %), or total Hg (19 %), nonetheless the combination of LC-PFCAs, C 10 – 12 , PFOS, and perfluorooctanoic acid (PFOA) (15 %), had comparable effects as PCBs (24 %) and PBDEs (17 %) on fledging success. Chick burdens of PCBs (20 %) and PBDEs (14 %), but not PFAAs, significantly explained variation in overall reproductive success. Our findings suggest that PFAAs, including LC-PFCAs, can pose reproductive risks for wild birds that are potentially comparable to those of legacy contaminants. • WWTP birds: higher PFAAs, lost early reproductive advantages, poor fledging success • Egg PFAA concentrations associated with longer incubation periods • Nestling PFOS and LC-PFCAs negatively associated with fledging success • Nestling PFAAs, PCBs, PBDEs similarly influenced fledging success of swallows • Overall reproductive success influenced by PCBs and PBDEs

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 score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0010.000

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 head0.011
GPT teacher head0.236
Teacher spread0.226 · 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

Citations2
Published2025
Admission routes2
Has abstractyes

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