Evidence map›Paper›PMID 42201877›Full record

ArticlePloS one2026

Coral restoration alters reef soundscapes but machine learning and manual analyses suggest different recovery rates.

Emily Maria Croasdale, Luca Saponari, Charlotte Dale, Nirmal Shah, Ben Williams, Timothy A C Lamont

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Emily Maria CroasdaleInstitute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, Amsterdam, The Netherlands.ORCID https://orcid.org/0009-0008-3857-6001
Luca SaponariNature Seychelles, The Centre for Environment & Education Roche Caiman, Mahe, Republic of Seychelles.ORCID https://orcid.org/0000-0003-4415-3669
Charlotte DaleNature Seychelles, The Centre for Environment & Education Roche Caiman, Mahe, Republic of Seychelles.ORCID https://orcid.org/0009-0007-5472-6789
Nirmal ShahNature Seychelles, The Centre for Environment & Education Roche Caiman, Mahe, Republic of Seychelles.
Ben WilliamsDivision of Biosciences, University College London, London, United Kingdom.ORCID https://orcid.org/0000-0002-3470-3199
Timothy A C LamontLancaster Environment Centre, University of Lancaster, Lancaster, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Coral restoration is recognised as a critical tool to mitigate pantropical degradation of reef ecosystems. Robust monitoring of restoration progress is crucial for projects to evaluate their success, improve practice, and share knowledge. However, traditional visual surveys often fail to capture the full impact of coral restoration on reef function. Therefore, we employed Passive Acoustic Monitoring (PAM) to assess whether the soundscape of a coral restoration site in the Seychelles differs from adjacent healthy and degraded reference reefs. We applied two methods of soundscape analysis: manual detection of unidentified fish sounds; and machine learning-based Uniform Manifold Approximation and Projection analysis. Results were approach-specific: the manual approach highlighted similarities in fish calls between the restoration site and the healthy reference reef, while the machine learning approach extracted broader soundscape patterns, clustering the restoration site alongside the degraded reference reef. Although this is a single-site study, these findings suggest that a) coral restoration alters reef soundscapes, though recovery time may be taxon-specific, and b) multiple metrics are needed to bridge single-taxon and broad soundscape scales. This study contributes to the evolving field of soundscape ecology in coral reef ecosystems, highlighting the utility of PAM in monitoring changes to reef function through coral restoration.

Indexed as

AnthozoaConservation of Natural ResourcesCoral ReefsEnvironmental Restoration and RemediationMachine LearningAcousticsAnimalsEcosystemFishesSound

Identifiers

PMID42201877
PMCPMC13215545

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.