Evidence map›Paper›PMID 41752810›Full record

Observational studyMedicina (Kaunas, Lithuania)2026

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.

Alexandra Lavinia Vlad, Florin Sandu Blaga, Ioana Scrobota, Raluca Ortensia Cristina Iurcov, Gabriela Ciavoi, Anca Maria Fratila, Ioan Andrei Țig

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Medicina (Kaunas, Lithuania), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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.

Alexandra Lavinia VladDoctoral School of Biomedical Sciences, Faculty of Medicine and Pharmacy, University of Oradea, 410087 Oradea, Romania.ORCID 0009-0001-7645-5904
Florin Sandu BlagaIndustrial Engineering Department, Faculty of Management and Technological Engineering, University of Oradea, 1 Universității Street, 410087 Oradea, Romania.ORCID 0000-0002-8300-1396
Ioana ScrobotaDepartment of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.ORCID 0000-0002-2643-761X
Raluca Ortensia Cristina IurcovDepartment of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.ORCID 0000-0002-2953-3842
Gabriela CiavoiDepartment of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.ORCID 0000-0003-1417-5963
Anca Maria FratilaFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.ORCID 0000-0003-2217-6755
Ioan Andrei ȚigDepartment of Dental Medicine, Faculty of Medicine and Pharmacy, University of Oradea, 410068 Oradea, Romania.ORCID 0000-0002-4897-9321

Funding

University of Oradea, Romania University of Oradea, Romania
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceDental ClinicsMass ScreeningAdultCross-Sectional StudiesFemaleFuzzy LogicHumansIntelligent SystemsMaleMiddle AgedRomaniaSoft Computingdental workflowexplainable AIfuzzy inference systemMamdani fuzzypsychobehavioral composite scorescreening-oriented stratification

Identifiers

PMID41752810
PMCPMC12943033

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.