Evidence map›Paper›PMID 41002675›Full record

ArticleDentistry journal2025

Modular Deep-Learning Pipelines for Dental Caries Data Streams: A Twin-Cohort Proof-of-Concept.

Ștefan Lucian Burlea, Călin Gheorghe Buzea, Florin Nedeff, Diana Mirilă, Valentin Nedeff, Maricel Agop, Dragoș Ioan Rusu, Laura Elisabeta Checheriță

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Dentistry journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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

8 authors.

Ștefan Lucian BurleaDentoalveolar Surgery, Faculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.
Călin Gheorghe BuzeaNational Institute of Research and Development for Technical Physics-IFT Iași, 700050 Iași, Romania.ORCID 0000-0003-2791-3400
Florin NedeffDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0003-3863-6904
Diana MirilăDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-0922-740X
Valentin NedeffDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.
Maricel AgopPhysics Department, "Gheorghe Asachi" Technical University Iași, 700050 Iași, Romania.
Dragoș Ioan RusuDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-5485-0620
Laura Elisabeta ChecherițăOcclusology Estetics and Fixed Prostheses Odonto Parodontology and Fixed Prostheses, Faculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningdental cariesoral microbiomepanoramic radiographytranscriptomicstwin study

Identifiers

PMID41002675
PMCPMC12468722

What Socratic 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 Socratic graph.