Development and Internal Evaluation of an Interpretable AI-Based Composite Score for Psychosocial and Behavioral Screening in Dental Clinics Using a Mamdani Fuzzy Inference System.
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| Title: | Development and Internal Evaluation of an Interpretable AI-Based Composite Score for Psychosocial and Behavioral Screening in Dental Clinics Using a Mamdani Fuzzy Inference System. |
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| Authors: | Vlad AL; Doctoral School of Biomedical Sciences, Faculty of Medicine and Pharmacy, University of Oradea, 410087 Oradea, Romania., Blaga FS; Industrial Engineering Department, Faculty of Management and Technological Engineering, University of Oradea, 1 Universității Street, 410087 Oradea, Romania., Scrobota I; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania., Iurcov ROC; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania., Ciavoi G; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania., Fratila AM; Faculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.; Military Clinical Emergency Hospital of Sibiu, 550024 Sibiu, Romania., Țig IA; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania. |
| Source: | Medicina (Kaunas, Lithuania) [Medicina (Kaunas)] 2026 Feb 21; Vol. 62 (2). Date of Electronic Publication: 2026 Feb 21. |
| Publication Type: | Journal Article; Multicenter Study |
| Journal Info: | Publisher: MDPI Country of Publication: Switzerland NLM ID: 9425208 Publication Model: Electronic Cited Medium: Internet ISSN: 1648-9144 (Electronic) Linking ISSN: 1010660X NLM ISO Abbreviation: Medicina (Kaunas) Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41752810 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Development and Internal Evaluation of an Interpretable AI-Based Composite Score for Psychosocial and Behavioral Screening in Dental Clinics Using a Mamdani Fuzzy Inference System. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Vlad+AL%22">Vlad AL</searchLink>; Doctoral School of Biomedical Sciences, Faculty of Medicine and Pharmacy, University of Oradea, 410087 Oradea, Romania.<br /><searchLink fieldCode="AU" term="%22Blaga+FS%22">Blaga FS</searchLink>; Industrial Engineering Department, Faculty of Management and Technological Engineering, University of Oradea, 1 Universității Street, 410087 Oradea, Romania.<br /><searchLink fieldCode="AU" term="%22Scrobota+I%22">Scrobota I</searchLink>; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.<br /><searchLink fieldCode="AU" term="%22Iurcov+ROC%22">Iurcov ROC</searchLink>; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.<br /><searchLink fieldCode="AU" term="%22Ciavoi+G%22">Ciavoi G</searchLink>; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.<br /><searchLink fieldCode="AU" term="%22Fratila+AM%22">Fratila AM</searchLink>; Faculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.; Military Clinical Emergency Hospital of Sibiu, 550024 Sibiu, Romania.<br /><searchLink fieldCode="AU" term="%22Țig+IA%22">Țig IA</searchLink>; Department of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229425208%22">Medicina (Kaunas, Lithuania)</searchLink> [Medicina (Kaunas)] 2026 Feb 21; Vol. 62 (2). <i>Date of Electronic Publication: </i>2026 Feb 21. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Multicenter Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI%22">MDPI </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9425208 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1648-9144 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%221010660X%22">1010660X </searchLink><i>NLM ISO Abbreviation: </i>Medicina (Kaunas) <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41752810 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/medicina62020412 Languages: – Code: eng Text: English Titles: – TitleFull: Development and Internal Evaluation of an Interpretable AI-Based Composite Score for Psychosocial and Behavioral Screening in Dental Clinics Using a Mamdani Fuzzy Inference System. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Vlad AL – PersonEntity: Name: NameFull: Blaga FS – PersonEntity: Name: NameFull: Scrobota I – PersonEntity: Name: NameFull: Iurcov ROC – PersonEntity: Name: NameFull: Ciavoi G – PersonEntity: Name: NameFull: Fratila AM – PersonEntity: Name: NameFull: Țig IA IsPartOfRelationships: – BibEntity: Dates: – D: 21 M: 02 Text: 2026 Feb 21 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1648-9144 Numbering: – Type: volume Value: 62 – Type: issue Value: 2 Titles: – TitleFull: Medicina (Kaunas, Lithuania) Type: main |
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