Evidence map›Paper›PMID 40565492›Full record

ReviewHealthcare (Basel, Switzerland)2025

Deep Learning Applications in Dental Image-Based Diagnostics: A Systematic Review.

Osama Khattak, Ahmed Shawkat Hashem, Mohammed Saad Alqarni, Raha Ahmed Shamikh Almufarrij, Amna Yusuf Siddiqui, Rabia Anis, Shahzad Ahmad, Muhammad Amber Fareed, Osama Shujaa Alothmani, Lama Habis Samah Alkhershawy and 3 more

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Healthcare (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

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

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. 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

13 authors.

Osama KhattakDepartment of Restorative Dentistry, College of Dentistry, Jouf University, Sakaka 72311, Saudi Arabia.ORCID 0000-0003-3502-3555
Ahmed Shawkat HashemOral Medicine and Periodontology, Faculty of Dentistry, Damanhour University, Damanhur 22522, Egypt.
Mohammed Saad AlqarniDepartment of Oral & Maxillofacial Surgery and Diagnostic Sciences, College of Dentistry, Jouf University, Sakaka 72311, Saudi Arabia.ORCID 0000-0002-6368-0774
Raha Ahmed Shamikh AlmufarrijCollege of Dentistry, Jouf University, Sakaka 72311, Saudi Arabia.ORCID 0009-0002-3152-7270
Amna Yusuf SiddiquiDepartment of Endodontics, Faculty of Dentistry, King Abdulaziz University, Jeddah 22230, Saudi Arabia.ORCID 0000-0003-0817-7129
Rabia AnisDepartment of Health Professions Education, Isra Dental College, Isra University, Hydrabad 73000, Pakistan.
Shahzad AhmadFaculty of Medicine and Health Science, The University of Buckingham, Buckingham MK18 1EG, UK.
Muhammad Amber FareedClinical Sciences Department, College of Dentistry, Ajman University, Ajman 346, United Arab Emirates.ORCID 0000-0001-8440-0092
Osama Shujaa AlothmaniDepartment of Endodontics, Faculty of Dentistry, King Abdulaziz University, Jeddah 22230, Saudi Arabia.ORCID 0000-0002-9552-1305
Lama Habis Samah AlkhershawyCollege of Dentistry, Jouf University, Sakaka 72311, Saudi Arabia.ORCID 0009-0001-8335-1062
Wesam Waleed Zain AlabidinCollege of Dentistry, Jouf University, Sakaka 72311, Saudi Arabia.
Rakhi IssraniDepartment of Preventive Dentistry, College of Dentistry, Jouf University, Sakaka 72311, Saudi Arabia.
Anshoo AgarwalDepartment of Pathology, Northern Border University, Arar 91431, Saudi Arabia.

Funding

Jouf University This research is funded by the Deanship of Graduate Studies and Scientific Research at Jouf Uni-versity by the funding of Fast-Track Research.
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AI modelsartificial intelligencedental sciencesdiagnosismachine learning

Identifiers

PMID40565492
PMCPMC12193449

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.