Tag: external validation

  • AI Dental X-Ray Enhancement: Real Detail or Illusion?

    AI dental X-ray enhancement sharpened blurry periapical films and doubled an AI’s boundary precision — but no dentist has tested it on real patients yet.

    Dental x-ray displayed on a monitor in a clinic.
  • AI for TMJ Disorders: Diagnosis or Educated Guess?

    AI for TMJ disorders scored 79% sensitivity and 87% specificity for jaw-joint osteoarthritis, but only 3 of 174 studies had comparable data.

    Scientist conducting research in a lab using a microscope and dropper.
  • AI Dental Age Estimation: Can It Tell If You’re 18?

    AI dental age estimation found wisdom teeth with 94.5% accuracy but confirmed only 24% of true adults at the 18-year legal line. Here’s the catch.

    Panoramic dental x-ray showing teeth and jawbone
  • Black Triangles After Clear Aligners: Can AI Predict Them?

    Black triangles after clear aligners: a 2025 model predicted them from Invisalign plans at 0.88 AUC — before treatment. The promise, and the fine print.

    dentist examining patient with dental scanner
  • AI Pulpotomy: Can a Machine Save a Tooth’s Nerve?

    AI pulpotomy: a deep-learning tool judged exposed pulp as well as endodontists (95.7%) and beat novices — but on just 21 external test images.

    Woman receiving dental treatment in clinic, dentist using specialized tools.