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The “Machine Learning for Precision Dental Diagnosis: Real-Time X-Ray Detection and Patient Record Integration” presents an AI-driven solution called SmiloScope, designed to enhance dental diagnostics through automated dental X-rays analysis. The system utilizes machine learning models to identify dental conditions such as cavities, infections, and gum disease with high accuracy and consistency. Unlike conventional manual methods, which are time-consuming and prone to changes, SmiloScope ensures precision and efficiency in diagnosis. Additionally, it integrates patient record management, enabling seamless access to historical dental data, treatment notes and appointment scheduling. The addition of an email notification system allows dentists to share reports and diagnostic images with patients or specialists instantly, improving communication and follow-up.

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Machine Learning for Precision Dental Diagnosis: Real-Time X-Ray Detection and Patient Record Integration—SmiloScope

  • 会议论文

  • 发表日期：

    2026年

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  • M. S. Padmini,
  • Asha Rani Mahadeva,
  • Madhu Nagaraj,
  • Namratha Gopinath

摘要

The “Machine Learning for Precision Dental Diagnosis: Real-Time X-Ray Detection and Patient Record Integration” presents an AI-driven solution called SmiloScope, designed to enhance dental diagnostics through automated dental X-rays analysis. The system utilizes machine learning models to identify dental conditions such as cavities, infections, and gum disease with high accuracy and consistency. Unlike conventional manual methods, which are time-consuming and prone to changes, SmiloScope ensures precision and efficiency in diagnosis. Additionally, it integrates patient record management, enabling seamless access to historical dental data, treatment notes and appointment scheduling. The addition of an email notification system allows dentists to share reports and diagnostic images with patients or specialists instantly, improving communication and follow-up.