Evidence map›Paper›PMID 42243258›Full record

ArticleScientific reports2026

Developing molecular classifiers to detect environmental stressors and smolt stages in sockeye salmon, Oncorhynchus nerka.

Arash Akbarzadeh, Tobi J Ming, Shaorong Li, Angela D Schulze, Oliver P Günther, Aimee Lee S Houde, Kristina M Miller

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Scientific reports, 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

7 authors.

Arash AkbarzadehPacific Biological Station, Fisheries and Oceans Canada, 3190 Hammond Bay Rd, Nanaimo, BC, V9T 6N7, Canada. arashakbarzadeh80@gmail.com.
Tobi J MingPacific Biological Station, Fisheries and Oceans Canada, 3190 Hammond Bay Rd, Nanaimo, BC, V9T 6N7, Canada.
Shaorong LiPacific Biological Station, Fisheries and Oceans Canada, 3190 Hammond Bay Rd, Nanaimo, BC, V9T 6N7, Canada.
Angela D SchulzePacific Biological Station, Fisheries and Oceans Canada, 3190 Hammond Bay Rd, Nanaimo, BC, V9T 6N7, Canada.
Oliver P GüntherGünther Analytics, 402-5775 Hampton Place, Vancouver, BC, V6T 2G6, Canada.
Aimee Lee S HoudeEnvironmental Dynamics Inc. (EDI), 208A - 2520 Bowen Road, Nanaimo, BC, V9T 3L3, Canada.
Kristina M MillerPacific Biological Station, Fisheries and Oceans Canada, 3190 Hammond Bay Rd, Nanaimo, BC, V9T 6N7, Canada.

Funding

Fisheries and Oceans Canada CSRF fund (BG-01-01)
6 · The paper itself

Abstract

Climate change is increasingly affecting Pacific salmon to combinations of thermal, hypoxic, and osmotic stressors that can impair survival. Although genomic tools have enabled detailed insight into stressor responses under controlled conditions, field applications remain limited by the lack of species-specific classifiers capable of resolving physiological condition across multiple stressor contexts. In this study, we developed and experimentally validated transcriptional classifiers for juvenile sockeye salmon (Oncorhynchus nerka) using controlled multi-stressor challenges. Fish exposed to a full factorial design of three temperatures (10 °C, 14 °C, 18 °C), three salinities (0, 20, 28 ppt), and two dissolved oxygen levels (> 8 mg L

Indexed as

SalmonStress, PhysiologicalAnimalsClimate ChangeGene Expression ProfilingGillsRandom ForestSalinitySeawaterTemperatureBiomarkerClimate changeDe-smoltFit-chipsRandom forestSalmonSmoltStressors

Identifiers

PMID42243258
PMCPMC13478211

What Socratic 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 Socratic graph.