Evidence map›Paper›PMID 39857115›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Deep Learning in Oral Hygiene: Automated Dental Plaque Detection via YOLO Frameworks and Quantification Using the O'Leary Index.

Alfonso Ramírez-Pedraza, Sebastián Salazar-Colores, Crystel Cardenas-Valle, Juan Terven, José-Joel González-Barbosa, Francisco-Javier Ornelas-Rodriguez, Juan-Bautista Hurtado-Ramos, Raymundo Ramirez-Pedraza, Diana-Margarita Córdova-Esparza, Julio-Alejandro Romero-González

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 1 pooled it
–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

12 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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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

10 authors.

Alfonso Ramírez-PedrazaCentro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Instituto Politécnico Nacional, Querétaro 76090, Mexico.ORCID 0000-0003-0366-6249
Sebastián Salazar-ColoresIA, Centro de Investigaciones en Óptica A.C., Loma del Bosque 115, León 37150, Mexico.ORCID 0000-0002-6353-0864
Crystel Cardenas-ValleClinica Lurviva, I. Allende, Apaseo el Grande 38160, Mexico.
Juan TervenCentro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Instituto Politécnico Nacional, Querétaro 76090, Mexico.ORCID 0000-0001-6662-0390
José-Joel González-BarbosaCentro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Instituto Politécnico Nacional, Querétaro 76090, Mexico.ORCID 0000-0002-6720-8282
Francisco-Javier Ornelas-RodriguezCentro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Instituto Politécnico Nacional, Querétaro 76090, Mexico.ORCID 0000-0003-2465-188X
Juan-Bautista Hurtado-RamosCentro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Instituto Politécnico Nacional, Querétaro 76090, Mexico.ORCID 0000-0003-2663-2463
Raymundo Ramirez-PedrazaFacultad de Contaduria y Administración, Universidad Autónoma de Querétaro, Querétaro 76017, Mexico.ORCID 0000-0001-8226-439X
Diana-Margarita Córdova-EsparzaFacultad de Informática, Universidad Autónoma de Querétaro, Querétaro 76230, Mexico.ORCID 0000-0002-5657-7752
Julio-Alejandro Romero-GonzálezFacultad de Informática, Universidad Autónoma de Querétaro, Querétaro 76230, Mexico.ORCID 0000-0001-7257-7595

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningdentobacteriamodelO’Leary indexplaque

Identifiers

PMID39857115
PMCPMC11765238

What OpenQuestion holds

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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.