通过人工智能和机器学习在牙科科学的进步:一个全面的审查
Aakansha Sharma1, Nidhi Agarwal1
1Department of Pediatric and Preventive Dentistry, Institute of Dental Studies and Technologies, Modinagar, Ghaziabad, Uttar Pradesh, India.
International journal of clinical pediatric dentistry
|February 2, 2026
概括
人工智能 (AI) 和机器学习 (ML) 正在彻底改变牙科. 这些技术增强了疾病诊断,个性化治疗,并通过各种学习模式改善了患者护理.
科学领域:
- 牙科 牙科是指牙科的专业.
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 人工智能 (AI) 和机器学习 (ML) 在牙科领域提供了变革性的潜力.
- 了解监督,无监督和强化学习 (RL) 的应用是推动口腔保健的关键.
研究的目的:
- 审查人工智能和ML在牙科中的应用,包括监督,无监督和RL范式.
- 突出AI和ML在牙科实践中的重大发展和现实世界的应用.
主要方法:
- 人工智能和ML在牙科中的应用的叙述性审查.
- 对监督学习进行疾病诊断的检查 (牙,牙周病,口腔癌).
- 对无监督学习进行分析,以发现患者数据和资源分配中的模式.
- 对适应性和个性化治疗策略的RL技术的评估.
主要成果:
- 监督学习在诊断牙科疾病方面表现出很高的准确性.
- 无监督学习揭示了改善预防护理的隐藏模式.
- 通过优化基于患者反的决策,RL支持个性化治疗.
- 人工智能驱动的工具正在出现,用于成像,行为鼓励和治疗.
结论:
- 人工智能和机器学习正在显著推进牙科科学和患者护理.
- 跨学科的合作和进一步的研究对于克服挑战和实现AI在牙科领域的全部潜力至关重要.
- 采用这些技术可以带来更加以患者为中心,数据驱动和高效的口腔卫生保健模式.
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