Evidence map›Paper›PMID 32161573›Full record

ArticleFrontiers in neurology2020

Personalizing Heart Rate-Based Seizure Detection Using Supervised SVM Transfer Learning.

Thomas De Cooman, Kaat Vandecasteele, Carolina Varon, Borbála Hunyadi, Evy Cleeren, Wim Van Paesschen, Sabine Van Huffel

Registry-linked trialAbstract read
In one paragraph

Article in Frontiers in neurology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04642105 (Multimodal Profiling of People With Epilepsy to Determine Which Signals Are Clinically Useful for Long-term Home Monitoring), which is not on this map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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.

NCT04642105 nacompletednot on this mapstarted 2021, after this paper: background citation

Multimodal Profiling of People With Epilepsy to Determine Which Signals Are Clinically Useful for Long-term Home Monitoring

TypeinterventionalSponsorUniversitaire Ziekenhuizen KU LeuvenRan2021 to 2024Enrolled54ConditionsEpilepsyArmsSensor-Dot and Plug 'n Patch system
3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Seizure Detection Devices.Journal of clinical medicine · 2025
    Review
  2. Article
  3. Weakly-Supervised Transfer Learning with Application in Precision Medicine.IEEE transactions on automation science and engineering : a publication of the IEEE Robotics and Automation Society · 2024
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. 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

7 authors.

Thomas De CoomanDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium.
Kaat VandecasteeleDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium.
Carolina VaronDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium.
Borbála HunyadiDepartment of Microelectronics, TU Delft, Delft, Netherlands.
Evy CleerenDepartment of Neurosciences, University Hospitals Leuven, KU Leuven, Leuven, Belgium.
Wim Van PaesschenDepartment of Neurosciences, University Hospitals Leuven, KU Leuven, Leuven, Belgium.
Sabine Van HuffelDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

epilepsyheart rate analysispersonalizationseizure detectionSVMtransfer learning

Identifiers

PMID32161573
PMCPMC7054223

What OpenQuestion holds

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Registered trials

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.