View in EDS

Trait–environment diagnosis of ecological instability in Korean streams using benthic diatoms and machine learning: a UMAP–CDI framework.

Saved in:
Bibliographic Details
Title: Trait–environment diagnosis of ecological instability in Korean streams using benthic diatoms and machine learning: a UMAP–CDI framework.
Authors: Lee, Jun-Ho1,2 (AUTHOR), Kim, Hyo Gyeom3 (AUTHOR), Han, Byeong-Hun1,4 (AUTHOR), Cho, In-Hwan1,5 (AUTHOR), Kim, Ha-Kyung1,6 (AUTHOR), Hwang, Eun-A.1,7 (AUTHOR), Hwang, Su-Ok8 (AUTHOR), Kim, Baik-Ho1,8,9 (AUTHOR) tigerk@hanyang.ac.kr
Source: Aquatic Sciences. Jul2026, Vol. 88 Issue 3, p1-17. 17p.
Database: Environment Complete
FullText Text:
  Availability: 0
Header DbId: eih
DbLabel: Environment Complete
An: 194092741
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Trait–environment diagnosis of ecological instability in Korean streams using benthic diatoms and machine learning: a UMAP–CDI framework.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Lee%2C+Jun-Ho%22">Lee, Jun-Ho</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kim%2C+Hyo+Gyeom%22">Kim, Hyo Gyeom</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Han%2C+Byeong-Hun%22">Han, Byeong-Hun</searchLink><relatesTo>1,4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Cho%2C+In-Hwan%22">Cho, In-Hwan</searchLink><relatesTo>1,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kim%2C+Ha-Kyung%22">Kim, Ha-Kyung</searchLink><relatesTo>1,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Hwang%2C+Eun-A%2E%22">Hwang, Eun-A.</searchLink><relatesTo>1,7</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Hwang%2C+Su-Ok%22">Hwang, Su-Ok</searchLink><relatesTo>8</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kim%2C+Baik-Ho%22">Kim, Baik-Ho</searchLink><relatesTo>1,8,9</relatesTo> (AUTHOR)<i> tigerk@hanyang.ac.kr</i>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Aquatic+Sciences%22">Aquatic Sciences</searchLink>. Jul2026, Vol. 88 Issue 3, p1-17. 17p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eih&AN=194092741
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1007/s00027-026-01312-4
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 17
        StartPage: 1
    Titles:
      – TitleFull: Trait–environment diagnosis of ecological instability in Korean streams using benthic diatoms and machine learning: a UMAP–CDI framework.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Lee, Jun-Ho
      – PersonEntity:
          Name:
            NameFull: Kim, Hyo Gyeom
      – PersonEntity:
          Name:
            NameFull: Han, Byeong-Hun
      – PersonEntity:
          Name:
            NameFull: Cho, In-Hwan
      – PersonEntity:
          Name:
            NameFull: Kim, Ha-Kyung
      – PersonEntity:
          Name:
            NameFull: Hwang, Eun-A.
      – PersonEntity:
          Name:
            NameFull: Hwang, Su-Ok
      – PersonEntity:
          Name:
            NameFull: Kim, Baik-Ho
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 07
              Text: Jul2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 10151621
          Numbering:
            – Type: volume
              Value: 88
            – Type: issue
              Value: 3
          Titles:
            – TitleFull: Aquatic Sciences
              Type: main
ResultId 1