Evidence map›Paper›PMID 42589105›Full record

ArticleBiology2026

Automated Embryo Sorting in Zebrafish Facilities: Performance Benchmarking Against Manual Processing.

Enas S Al-Absi, Layla I Mohammed, Aseela Fathima, Fatiha M Benslimane

Abstract read
In one paragraph

Article in Biology, 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

4 authors.

Enas S Al-AbsiBiomedical Research Center, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.ORCID 0000-0003-2959-1732
Layla I MohammedBiomedical Research Center, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.
Aseela FathimaDepartment of Biomedical Science, College of Health Sciences, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.
Fatiha M BenslimaneBiomedical Research Center, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.ORCID 0000-0003-3792-252X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Zebrafish (

Indexed as

automated embryo sortingembryo countinghigh-throughput screeningimage analysislaboratory automationperformance evaluationworkflow efficiencyzebrafish

Identifiers

PMID42589105
PMCPMC13465122

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.