Immersive VR-haptic and ITS modalities are more often associated with objective psychomotor and cognitive gains, while generative AI platforms are more often associated with affective outcomes¶

Claim · All claims
Evidence · 1 study (2 entries) · quant-synthesis r2 · q2
Currency · newest study 2026 · checked against its sources 2026-10-31 (automated, 2 of 2 entries) · not reviewed by a person

Subclaims¶

q2 i? Immersive and feedback-driven technologies (VR-haptic simulators, ITS) were more frequently associated with improvements in objectively measured psychomotor and cognitive performance outcomes. → Gadbail Amol Ramchandra 2026 q2 i? Generative AI and conversational agents were more commonly associated with affective enhancements, with variable and predominantly subjective effects on cognitive skill development. → Gadbail Amol Ramchandra 2026 (2)

Evidence¶

Gadbail Amol Ramchandra 2026¶

Gadbail Amol Ramchandra, Gondivkar Shailesh M., Yuwanati Monal B, Sonone Archana, Dhamande Mithilesh, Panchbhai Aarti, Hande Alka H, Patil Swati, Sarode Sachin C. (2026). Effectiveness of artificial intelligence-driven simulation in dental education: a systematic review and meta-analysis of learning outcomes. BMC Medical Education. https://doi.org/10.1186/s12909-026-09390-6

q2 · i? · quant-synthesis · r2

Narrative synthesis modality comparison across the twelve included studies: VR-haptic simulators and ITS "more frequently associated with improvements in objectively measured psychomotor and cognitive performance outcomes".

"Immersive and feedback-driven technologies such as VR-haptic simulators and ITS were more frequently associated with improvements in objectively measured psychomotor and cognitive performance outcomes [12, 28, 29, 34, 37]."

Gadbail Amol Ramchandra 2026 (2)¶

Gadbail Amol Ramchandra, Gondivkar Shailesh M., Yuwanati Monal B, Sonone Archana, Dhamande Mithilesh, Panchbhai Aarti, Hande Alka H, Patil Swati, Sarode Sachin C. (2026). Effectiveness of artificial intelligence-driven simulation in dental education: a systematic review and meta-analysis of learning outcomes. BMC Medical Education. https://doi.org/10.1186/s12909-026-09390-6

q2 · i? · quant-synthesis · r2

Narrative synthesis: generative AI and chatbot-based virtual patients "more commonly associated with enhancements in affective outcomes", with variable, predominantly subjective cognitive effects; one study showed comparable diagnostic accuracy to real-patient simulation.

"Generative AI and conversational agents (chatbot-based virtual patients) were more commonly associated with enhancements in affective outcomes including motivation, perceived competence, and satisfaction, with variable and predominantly subjective effects on cognitive skill development [7, 30–33, 36]."

Discussion¶

Related Claims¶

• Affective outcomes (satisfaction, confidence, engagement) are consistently positive across ADS modalities but rest predominantly on subjective, short-term measures — related
• Cognitive outcomes of AI-driven simulation are the most variable across modalities and designs, with generative AI gains often perceived rather than objectively validated — related
• AI-driven simulation is associated with a statistically significant improvement in overall learning outcomes compared to traditional training in dental education — related
• GenAI/LLM modalities provide the strongest evidence for cognitive and communication outcomes, while chatbots show weak independent effects — reports the opposite
• Several included studies found haptic VR training equivalent rather than superior to conventional dental training — reports the opposite
• Review syntheses: VR/AR most often improved academic achievement and motivation, but sometimes performed no better than conventional technologies — related
• Immersion principle: people do not necessarily learn better in 3D immersive virtual reality than with a corresponding 2D desktop presentation (d = -0.10 across 9 tests) — related
• AR/VR training shows equal or superior outcomes versus conventional training in dental and OMFS education — related
• Haptic simulator trials more frequently show superior accuracy outcomes when force-feedback and structured guidance are included — a narrower finding that bears on this claim
• Software-based platforms generally improve examination scores, diagnostic accuracy, and decision-making performance — a narrower finding that bears on this claim
• The greatest impact of virtual or blended laboratories is in the cognitive domain and the least in the psychomotor domain — related