Evidence map›Paper›PMID 42589014›Full record

ArticleAnimals : an open access journal from MDPI2026

Gene Expression-Based Classification of European Seabass Larval Batches According to Saddleback Syndrome Incidence Using Machine Learning.

Andreas Tsipourlianos, Alice Printzi, Alexia Fytsili, Lamprini Tzioga, Soraia Santos, Babak Najafpour, Deborah M Power, George Koumoundouros, Katerina A Moutou

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 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

9 authors.

Andreas TsipourlianosDepartment of Biochemistry and Biotechnology, University of Thessaly, Biopolis, 41500 Larissa, Greece.ORCID 0009-0000-4964-557X
Alice PrintziBiology Department, University of Crete, 70013 Heraklion, Greece.
Alexia FytsiliDepartment of Biochemistry and Biotechnology, University of Thessaly, Biopolis, 41500 Larissa, Greece.
Lamprini TziogaDepartment of Biochemistry and Biotechnology, University of Thessaly, Biopolis, 41500 Larissa, Greece.ORCID 0009-0000-5693-4855
Soraia SantosCentro de Ciências do Mar, University of the Algarve, 8005-139 Faro, Portugal.
Babak NajafpourCentro de Ciências do Mar, University of the Algarve, 8005-139 Faro, Portugal.
Deborah M PowerCentro de Ciências do Mar, University of the Algarve, 8005-139 Faro, Portugal.ORCID 0000-0003-1366-0246
George KoumoundourosBiology Department, University of Crete, 70013 Heraklion, Greece.ORCID 0000-0002-9738-0403
Katerina A MoutouDepartment of Biochemistry and Biotechnology, University of Thessaly, Biopolis, 41500 Larissa, Greece.

Funding

European Union H2020-SFS2016-2-727610
6 · The paper itself

Abstract

Skeletal deformities remain a major challenge in marine fish hatcheries, affecting larval quality, animal welfare, production efficiency, and market value. In European seabass (

Indexed as

aquacultureDicentrarchus labraxEuropean seabassfish hatcheriesgene expressionlarval qualitymachine learningrandom forestsaddleback syndromeskeletal deformities

Identifiers

PMID42589014
PMCPMC13465170

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.