View in EDS PDF Full Text

Optimizing and Benchmarking Machine Learning and Traditional Synaptic Event Detection Pipelines in Neurophysiology Experiments.

Saved in:
Bibliographic Details
Title: Optimizing and Benchmarking Machine Learning and Traditional Synaptic Event Detection Pipelines in Neurophysiology Experiments.
Authors: Sevigny JP; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607., Schrank S; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607., Donka RM; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607., Aguilar OD; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607., Yunus NI; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607., Valchinova MR; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607., Fyke Z; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.; Department of Biology, University of Illinois at Chicago, Chicago, Illinois 60607., Zak JD; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.; Department of Biology, University of Illinois at Chicago, Chicago, Illinois 60607., Roitman JD; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607., Sparta DR; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607 dsparta@uic.edu.; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.
Source: ENeuro [eNeuro] 2026 Apr 17; Vol. 13 (5). Date of Electronic Publication: 2026 Apr 17 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Society for Neuroscience Country of Publication: United States NLM ID: 101647362 Publication Model: Electronic-Print Cited Medium: Internet ISSN: 2373-2822 (Electronic) Linking ISSN: 23732822 NLM ISO Abbreviation: eNeuro Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Links:
  – Type: pdflink
Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41997847
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Optimizing and Benchmarking Machine Learning and Traditional Synaptic Event Detection Pipelines in Neurophysiology Experiments.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Sevigny+JP%22">Sevigny JP</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Schrank+S%22">Schrank S</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Donka+RM%22">Donka RM</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Aguilar+OD%22">Aguilar OD</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Yunus+NI%22">Yunus NI</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Valchinova+MR%22">Valchinova MR</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Fyke+Z%22">Fyke Z</searchLink>; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.; Department of Biology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Zak+JD%22">Zak JD</searchLink>; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.; Department of Biology, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Roitman+JD%22">Roitman JD</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607.; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.<br /><searchLink fieldCode="AU" term="%22Sparta+DR%22">Sparta DR</searchLink>; Department of Psychology, University of Illinois at Chicago, Chicago, Illinois 60607 dsparta@uic.edu.; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, Illinois 60607.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101647362%22">ENeuro</searchLink> [eNeuro] 2026 Apr 17; Vol. 13 (5). <i>Date of Electronic Publication: </i>2026 Apr 17 (<i>Print Publication: </i>2026).
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Society+for+Neuroscience%22">Society for Neuroscience </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101647362 <i>Publication Model: </i>Electronic-Print <i>Cited Medium: </i>Internet <i>ISSN: </i>2373-2822 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223732822%22">23732822 </searchLink><i>NLM ISO Abbreviation: </i>eNeuro <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41997847
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1523/ENEURO.0410-25.2026
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Optimizing and Benchmarking Machine Learning and Traditional Synaptic Event Detection Pipelines in Neurophysiology Experiments.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Sevigny JP
      – PersonEntity:
          Name:
            NameFull: Schrank S
      – PersonEntity:
          Name:
            NameFull: Donka RM
      – PersonEntity:
          Name:
            NameFull: Aguilar OD
      – PersonEntity:
          Name:
            NameFull: Yunus NI
      – PersonEntity:
          Name:
            NameFull: Valchinova MR
      – PersonEntity:
          Name:
            NameFull: Fyke Z
      – PersonEntity:
          Name:
            NameFull: Zak JD
      – PersonEntity:
          Name:
            NameFull: Roitman JD
      – PersonEntity:
          Name:
            NameFull: Sparta DR
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 17
              M: 04
              Text: 2026 Apr 17
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2373-2822
          Numbering:
            – Type: volume
              Value: 13
            – Type: issue
              Value: 5
          Titles:
            – TitleFull: ENeuro
              Type: main
ResultId 1