Evidence map›Paper›PMID 42238193›Full record

SynthesisFrontiers in artificial intelligence2026

Systematic review of artificial intelligence use in behavioral analysis of invertebrate and larval model organisms: methods, applications and future recommendations.

Zuzanna Stępnicka, Natalia Piórkowska, Malwina Brożyna, Tomasz Matys, Adam Junka

Abstract readSystematic Review
PubMed Full text at PMC Publisher
In one paragraph

Synthesis in Frontiers in artificial intelligence, 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

5 authors.

Zuzanna StępnickaDepartment of Translational Technologies, "PUMA", Platform for Unique Model Applications, Faculty of Pharmacy, Wroclaw Medical University, Wrocław, Poland.
Natalia PiórkowskaDivision of Software Engineering and Data Science, Department of Applied Computer Science, Faculty of Information and Communication Technology, Wrocław University of Science and Technology, Wrocław, Poland.
Malwina BrożynaDepartment of Translational Technologies, "PUMA", Platform for Unique Model Applications, Faculty of Pharmacy, Wroclaw Medical University, Wrocław, Poland.
Tomasz MatysThe Department and Clinic of Angiology and Internal Medicine, Faculty of Medicine, Wroclaw Medical University, Wrocław, Poland.
Adam JunkaDepartment of Translational Technologies, "PUMA", Platform for Unique Model Applications, Faculty of Pharmacy, Wroclaw Medical University, Wrocław, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Invertebrate and larval model organisms such as

Indexed as

artificial intelligencebehavioral analysisdeep learninginvertebrateslarvamachine learning

Identifiers

PMID42238193
PMCPMC13226587

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.