Evidence map›Paper›PMID 34867255›Full record

ArticleFrontiers in neuroinformatics2021

Comparison of Resampling Techniques for Imbalanced Datasets in Machine Learning: Application to Epileptogenic Zone Localization From Interictal Intracranial EEG Recordings in Patients With Focal Epilepsy.

Giulia Varotto, Gianluca Susi, Laura Tassi, Francesca Gozzo, Silvana Franceschetti, Ferruccio Panzica

Abstract read
In one paragraph

Article in Frontiers in neuroinformatics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

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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.

Giulia VarottoEpilepsy Unit, Bioengineering Group, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.
Gianluca SusiUniversidad Complutense de Madrid-Universidad Politécnica de Madrid (UPM-UCM) Laboratory of Cognitive and Computational Neuroscience, Center of Biomedical Technology, Technical University of Madrid, Madrid, Spain.
Laura Tassi"Claudio Munari" Epilepsy Surgery Centre, Niguarda Hospital, Milan, Italy.
Francesca Gozzo"Claudio Munari" Epilepsy Surgery Centre, Niguarda Hospital, Milan, Italy.
Silvana FranceschettiNeurophysiopathology Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.
Ferruccio PanzicaClinical Engineering, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ensemble methodsepilepsy surgeryepileptogenic zone localizationimbalanced dataset classificationnetwork analysisoversampling and undersamplingre-sampling techniquesstereo-EEG/intracranial recordings

Identifiers

PMID34867255
PMCPMC8641296

What OpenQuestion holds

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Registered trials

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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.