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Systematic review of AI and immersive digital technologies in periodontal education for 3062 dental trainees and practitionersHow Virtual Reality Is Quietly Changing What Your Dentist Learns

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Key Takeaway
Consider blended immersive technologies for skills training but use safeguards for AI diagnostics and limit LLM use to grading assistance.

This systematic review assessed the efficacy of artificial intelligence (AI) and immersive digital technologies in periodontal education. The study population comprised 3062 dental trainees and practitioners. Interventions included haptics-based virtual reality, 360°VR, virtual patient simulations, explainable AI, AI-enhanced imaging, and large language models, compared against conventional methods and traditional training. Follow-up duration was not reported.

Main results indicated that procedural skills, learner engagement, and communication abilities were improved with immersive digital technologies. In contrast, AI-assisted diagnostic tools demonstrated limited advantage. Large language models (LLMs) showed variable accuracy and reliability when used as test-takers. The review noted that automation bias may be introduced with certain AI applications.

Safety and tolerability data were not reported, and no adverse events or discontinuations were identified in the available evidence. Key limitations included mixed outcomes for AI applications and the variable accuracy of LLMs. The authors emphasized the need for future multi-center randomized controlled trials to assess long-term effectiveness and cost-efficiency.

Regarding practice relevance, dental educators should consider using blended, sequenced immersive digital technologies to enhance procedural and communication skills. AI diagnostic tools require safeguards against automation bias. While LLMs can assist with grading, they are currently unreliable as test-takers. The evidence does not support overstatement of benefits for AI diagnostic tools or LLMs in high-stakes testing scenarios.

The Training Gap Most Patients Don't Think About

Gum disease — known as periodontal disease — affects nearly half of American adults over 30. It ranges from mild gum inflammation to serious infection that can damage the bone supporting your teeth. Treating it well requires precise, hands-on technique that takes years to build.

The problem is that traditional training has limits. Students practice on mannequins or volunteer patients, but there are only so many hours in a school day. Mistakes on real patients can cause harm. And instructors can only watch so many students at once.

This is the gap that new technology is trying to fill.

What Changed in the Classroom

For a long time, dental schools relied on two things: textbooks and practice on plastic models. Students watched, then did, then repeated. It worked — but slowly.

But here's the twist: a new generation of training tools uses virtual reality (VR) headsets and haptic technology (devices that let you feel resistance and texture through a controller) to simulate the feel of real gum tissue. Students can now practice probing a virtual patient's gums, feel simulated resistance, and get instant feedback — all without touching a real person.

When Touch Meets Technology

Think of haptic VR like a flight simulator for pilots. Before a pilot ever takes the controls of a real aircraft, they spend hours in a simulator that mimics every sensation of flying. They can crash the simulator. They can repeat approaches until perfect. No one gets hurt.

Dental haptic simulators work the same way. They let trainees practice inserting instruments into a virtual gum pocket, feel the sensation of different tissue textures, and receive scores on their accuracy — all in a safe, repeatable environment.

The addition of 360-degree VR also lets students practice patient communication in simulated exam rooms, building confidence before facing anxious real-world patients.

Researchers published a systematic review (a study that combines evidence from many studies) in Frontiers in Medicine. They analyzed 15 studies involving 3,062 dental students and practitioners.

The results on immersive technology were encouraging. VR and haptic simulators consistently improved procedural skills and learner engagement, especially when layered on top of traditional training — not used as a replacement for it.

The results on AI tools were more complicated.

This does not mean AI has no place in dental training — but the picture is more nuanced than early enthusiasm suggested.

The Part That Surprised Researchers

AI-assisted diagnostic tools — software that helps identify gum disease from X-rays or clinical data — showed only limited advantage over conventional methods in training settings. Even more concerning, researchers flagged a risk called "automation bias." That's when a trainee (or even an experienced clinician) starts trusting the algorithm's output over their own judgment — even when the algorithm is wrong.

Imagine a GPS that confidently directs you into a flooded road. If you follow it without looking out your own windshield, the technology becomes a hazard rather than a help. The same risk exists when young clinicians defer too readily to AI suggestions.

As a patient, you won't be using these tools yourself. But the training your dental providers receive directly affects the quality of your care. If clinics and dental schools begin adopting well-designed, blended VR training programs, it could mean more consistently skilled practitioners over time.

It also means you can ask your dental provider whether they've trained with simulation tools — and take it as a good sign if they have.

A Few Honest Caveats

This review combined studies of varying quality and design. Most trials were small, and long-term outcomes (like whether better-trained students led to better patient health years later) were not measured. The evidence is promising but still early.

The authors of this review recommend that dental schools use immersive VR in a blended format — paired with traditional training, not replacing it. They also call for larger, multi-center studies that track both trainee performance and actual patient outcomes over time. Researchers want to understand not just whether students learn faster, but whether that learning translates into healthier gums for real patients. That research is underway, and future dental graduates may be better prepared for it than any generation before them.

Study Details

Study typeMeta analysis
EvidenceLevel 1
PublishedApr 2026
View Original Abstract ↓
The purpose of the systematic review was to evaluate the application and efficacy of artificial intelligence (AI) and immersive digital technologies in periodontal education. We conducted a comprehensive search of PubMed, Embase, Web of Science, and Cochrane Central Register of Controlled Trials up to July 2025, supplemented by manual searches. Risk of bias was assessed using the Cochrane Risk of Bias 2.0 tool for randomized controlled trials and the Joanna Briggs Institute checklists for quasi-experimental and analytical cross-sectional studies. Fifteen studies encompassing 3062 dental trainees and practitioners were included. Immersive digital technologies, including haptics-based virtual reality (VR), 360°VR, and virtual patient simulations, improved procedural skills, learner engagement, and communication abilities, particularly when combined with traditional training. AI applications such as explainable AI, AI-enhanced imaging, and large language models (LLMs) showed mixed outcomes. AI-assisted diagnostic tools offered limited advantage over conventional methods and may introduce automation bias. LLMs displayed variable accuracy and reliability. Dental educators should use blended, sequenced immersive digital technologies to enhance procedural and communication skills. AI diagnostic tools require safeguards against automation bias. LLMs can assist with grading but are unreliable as test-takers. Future multi-center randomized controlled trials are needed to assess long-term effectiveness and cost-efficiency. https://www.crd.york.ac.uk/PROSPERO/view/CRD420251027251, PROSPERO CRD420251027251.
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