Evidence map›Paper›PMID 42576763›Full record

ReviewHua xi kou qiang yi xue za zhi = Huaxi kouqiang yixue zazhi = West China journal of stomatology2026

[Current applications and future perspectives of automation technologies and devices in oral diagnosis and treatment].

Xu Zhang, Hui Cao, Yongsheng Zhou

Abstract readReviewEnglish Abstract
In one paragraph

Review in Hua xi kou qiang yi xue za zhi = Huaxi kouqiang yixue zazhi = West China journal of stomatology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Xu ZhangCenter of Digital Dentistry, Peking University School and Hospital of Stomatology & National Center of Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Laboratory for Digital and Material Technology of Stomatology & Beijing Key Laboratory of Intelligent Biomanufacturing and Regeneration for Craniofacial Tissues & Beijing Key Laboratory of Digital Stomatology, Beijing 100081, China.
Hui CaoStomatological College, Inner Mongolia Medical University, Hohhot 010051, China.
Yongsheng ZhouDept. of Prosthodontics, Peking University School and Hospital of Stomatology & National Center of Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Laboratory for Digital and Material Technology of Stomatology & Beijing Key Laboratory of Intelligent Biomanu-facturing and Regeneration for Craniofacial Tissues & Beijing Key Laboratory of Digital Stomatology, Beijing 100081, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Automation technologies and devices are becoming an increasingly important component of the digital and intelligent transformation of oral healthcare. With on-going advances in artificial intelligence, robotics, and advanced manufacturing, their applications have expanded across oral diagnosis, surgery and treatment, prosthodontics, and orthodontics, as well as oral care and maintenance. These technologies have shown considerable potential for improving diagnostic and therapeutic accuracy, efficiency, consistency, and reproducibility. Importantly, automation in oral healthcare should not be understood simply as the replacement of manual procedures by standalone devices. Rather, it represents the optimization of clinical workflows based on standar-dized data acquisition, algorithm- or rule-based decision-making, and dedicated execution platforms. This review summarizes the current research progress and clinical applications of automation technologies and devices in major oral healthcare scenarios and discusses the characteristics, application scope, and practical challenges of different technical routes. Future directions are also outlined to provide a reference for clinical workflow optimization, technology translation, and device development in oral healthcare.

Indexed as

AutomationDiagnosis, OralArtificial IntelligenceDigital HealthHumansRoboticsartificial intelligenceautomation technologies and devicesdental robotsdigital dentistryoral diagnosis and treatment

Identifiers

PMID42576763
PMCPMC13458868

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.