Decadentry

Tag: deep learning

  • 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.

    Written by

    Hezarani
    Dental x-ray displayed on a monitor in a clinic.

  • AI Gingivitis Detection: Can an App Read Your Gums?

    AI gingivitis detection promises at-home gum checks, but a Zurich study found the app barely beat chance against the clinical gold standard.

    Written by

    Hezarani
    a woman is smiling while holding a toothbrush

  • 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.

    Written by

    Hezarani
    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.

    Written by

    Hezarani
    Panoramic dental x-ray showing teeth and jawbone

  • Is AI in Dentistry Cost-Effective, or Just Costly?

    AI in dentistry cost-effectiveness rests on just 4 studies—all German, all cavities. Models say AI saves money; a randomized trial found no difference.

    Written by

    Hezarani
    Scientist using a microscope to analyze samples in a modern laboratory environment.

  • 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.

    Written by

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

  • AI Wisdom Tooth Surgery: Can It Spot the Nerve in Time?

    AI wisdom tooth surgery tools now grade nerve-injury risk from X-rays at ~0.95 accuracy — but a new study shows they still can’t replace the CBCT scan.

    Written by

    Hezarani
    a few men looking at a computer screen

  • AI Osteoporosis Screening: Can a Dental X-Ray Catch It First?

    AI osteoporosis screening from dental X-rays hit 88% sensitivity across 24 studies — but inconsistent results make it an early flag, not a diagnosis.

    Written by

    Hezarani
    Dentist explains dental condition using intraoral images on a computer screen.

  • AI Crown Design: Better Than a Master Technician?

    AI crown design matched a natural tooth’s width better than a master technician in a 2025 study — but it couldn’t reproduce the bite’s wear facets.

    Written by

    Hezarani
    Close-up of robotic arm automating lab processes with precision.

  • Can AI Cephalometric Landmark Detection Match a Specialist?

    AI cephalometric landmark detection matched senior specialists across 1,190 scans, placing skull points to ~1.2 mm. Impressive — but is it clinic-ready?

    Written by

    Hezarani
    Young man's face in medical imaging equipment