Research library
machine learning
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Endodontics & RestorativeAI Root Canal Healing: Can a Model Call It?
AI root canal healing predictions sound impressive — until a model scoring 80% accuracy caught 0% of failures. Here’s what the numbers really mean.
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Ethics, Education & Patient CareAI Caries Prediction: Fair to Every Kid, or Biased?
AI caries prediction hit ~78% accuracy in 5,710 U.S. kids — but its error rates differed by race until a fairness fix narrowed the…
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PeriodontologyAI Gum Disease Prediction: Forecast or Shaky Guess?
AI gum disease prediction tools have multiplied for 46 years, yet a 2026 review rated all but one of 20 models high risk of…
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Diagnostics & ImagingAI 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.
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OrthodonticsBlack 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…