View in EDS HTML Full Text PDF Full Text

Prediction of metabolically healthy obesity based on dietary nutrients: a comparative analysis of six machine learning models with SHAP and LIME interpretation.

Saved in:
Bibliographic Details
Title: Prediction of metabolically healthy obesity based on dietary nutrients: a comparative analysis of six machine learning models with SHAP and LIME interpretation.
Authors: Ji C; Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China., Qin Z; Department of General Practice, Jiading District Central Hospital, Shanghai University of Medicine and Health Sciences, Shanghai, 201800, China., Yang Y; Department of Gastrointestinal Surgery, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China., Shen Y; Department of Pediatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China., Gao J; Department of Pediatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China., Zhu F; Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China., Liu F; Department of Pediatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China. liufangsh30@163.com.
Source: Eating and weight disorders : EWD [Eat Weight Disord] 2026 Feb 09; Vol. 31 (1), pp. 16. Date of Electronic Publication: 2026 Feb 09.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 9707113 Publication Model: Electronic Cited Medium: Internet ISSN: 1590-1262 (Electronic) Linking ISSN: 11244909 NLM ISO Abbreviation: Eat Weight Disord Subsets: MEDLINE
Database: MEDLINE Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41661492
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Prediction of metabolically healthy obesity based on dietary nutrients: a comparative analysis of six machine learning models with SHAP and LIME interpretation.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Ji+C%22">Ji C</searchLink>; Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.<br /><searchLink fieldCode="AU" term="%22Qin+Z%22">Qin Z</searchLink>; Department of General Practice, Jiading District Central Hospital, Shanghai University of Medicine and Health Sciences, Shanghai, 201800, China.<br /><searchLink fieldCode="AU" term="%22Yang+Y%22">Yang Y</searchLink>; Department of Gastrointestinal Surgery, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.<br /><searchLink fieldCode="AU" term="%22Shen+Y%22">Shen Y</searchLink>; Department of Pediatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.<br /><searchLink fieldCode="AU" term="%22Gao+J%22">Gao J</searchLink>; Department of Pediatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.<br /><searchLink fieldCode="AU" term="%22Zhu+F%22">Zhu F</searchLink>; Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China.<br /><searchLink fieldCode="AU" term="%22Liu+F%22">Liu F</searchLink>; Department of Pediatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China. liufangsh30@163.com.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%229707113%22">Eating and weight disorders : EWD</searchLink> [Eat Weight Disord] 2026 Feb 09; Vol. 31 (1), pp. 16. <i>Date of Electronic Publication: </i>2026 Feb 09.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Comparative Study
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9707113 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1590-1262 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2211244909%22">11244909 </searchLink><i>NLM ISO Abbreviation: </i>Eat Weight Disord <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41661492
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1007/s40519-026-01821-z
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 16
    Titles:
      – TitleFull: Prediction of metabolically healthy obesity based on dietary nutrients: a comparative analysis of six machine learning models with SHAP and LIME interpretation.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Ji C
      – PersonEntity:
          Name:
            NameFull: Qin Z
      – PersonEntity:
          Name:
            NameFull: Yang Y
      – PersonEntity:
          Name:
            NameFull: Shen Y
      – PersonEntity:
          Name:
            NameFull: Gao J
      – PersonEntity:
          Name:
            NameFull: Zhu F
      – PersonEntity:
          Name:
            NameFull: Liu F
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 09
              M: 02
              Text: 2026 Feb 09
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1590-1262
          Numbering:
            – Type: volume
              Value: 31
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Eating and weight disorders : EWD
              Type: main
ResultId 1