Evidence map›Paper›PMID 38067907›Full record

ArticleSensors (Basel, Switzerland)2023

Dual-Stream Spatiotemporal Networks with Feature Sharing for Monitoring Animals in the Home Cage.

Ezechukwu Israel Nwokedi, Rasneer Sonia Bains, Luc Bidaut, Xujiong Ye, Sara Wells, James M Brown

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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.

Ezechukwu Israel NwokediSchool of Computer Science, College of Science, University of Lincoln, Brayford Pool, Lincoln LN6 7TS, UK.ORCID 0000-0002-7393-4600
Rasneer Sonia BainsMary Lyon Centre at MRC Harwell, Oxfordshire OX11 0RD, UK.ORCID 0000-0003-0443-7704
Luc BidautIndependent Researcher, Lincoln LN6 7TS, UK.ORCID 0000-0001-8253-2606
Xujiong YeSchool of Computer Science, College of Science, University of Lincoln, Brayford Pool, Lincoln LN6 7TS, UK.ORCID 0000-0003-0115-0724
Sara WellsMary Lyon Centre at MRC Harwell, Oxfordshire OX11 0RD, UK.ORCID 0000-0002-0572-0600
James M BrownSchool of Computer Science, College of Science, University of Lincoln, Brayford Pool, Lincoln LN6 7TS, UK.ORCID 0000-0001-7636-4554

Funding

Medical Research Council MC_UP_1502/1National Centre for the Replacement Refinement and Reduction of Animals in Research NC/T002050/1
6 · The paper itself

Abstract

This paper presents a spatiotemporal deep learning approach for mouse behavioral classification in the home-cage. Using a series of dual-stream architectures with assorted modifications for optimal performance, we introduce a novel

Indexed as

Deep LearningAnimalsMicemachine learningmouse phenotypingspatiotemporalsupervised learningvideo classification

Identifiers

PMID38067907
PMCPMC10708582

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.