Research map: Artificial Intelligence for Dental Caries Detection: An Umbrella Review

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  1. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews · Matthew James Page · 2021 · 106363 citations · Cited by this paper
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  10. Evaluation of student attitudes in adopting mixed reality-based learning (MRBL) approach in dental curriculum: a pilot study · 2026 · Related
  11. STARD 2015: an updated list of essential items for reporting diagnostic accuracy studies · Patrick M. Bossuyt · 2015 · 3619 citations · Cited by this paper
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  13. PRISMA-S: an extension to the PRISMA Statement for Reporting Literature Searches in Systematic Reviews · Melissa Lyle Rethlefsen · 2021 · 3412 citations · Cited by this paper
  14. Real-time augmented reality–guided insertion of interradicular orthodontic mini-implants for functional occlusal management: a preclinical validation of accuracy and cognitive load · 2026 · Related
  15. ROBIS: A new tool to assess risk of bias in systematic reviews was developed · Penny F. Whiting · 2015 · 2312 citations · Cited by this paper
  16. Multidimensional characterization of an innovative hybrid phytocystatin for acquired pellicle modulation and initial dental erosion prevention · 2026 · Related
  17. Minimal intervention dentistry for managing dental caries – a review · Jo E. Frencken · 2012 · 537 citations · Cited by this paper
  18. Marginal fit and five-year outcomes of posterior monolithic zirconia restorations: A randomized paired and observational clinical study · 2026 · Related
  19. Examining overlap of included studies in meta‐reviews: Guidance for using the corrected covered area index · Emily Alden Hennessy · 2019 · 360 citations · Cited by this paper
  20. Toward a comprehensive evidence map of overview of systematic review methods: paper 1—purpose, eligibility, search and data extraction · Carole Lunny · 2017 · 212 citations · Cited by this paper
  21. Clinical Studies Concerning Re-Restoration of Teeth · Richard J. Elderton · 1990 · 169 citations · Cited by this paper
  22. A decision tool to help researchers make decisions about including systematic reviews in overviews of reviews of healthcare interventions · Michelle Pollock · 2019 · 166 citations · Cited by this paper
  23. Diagostic tests: Moving beyond sensitivity and specificity: using likelihood ratios to help interpret diagnostic tests · John Attia · 2003 · 165 citations · Cited by this paper
  24. Dental Caries Diagnosis and Detection Using Neural Networks: A Systematic Review · María Prados‐Privado · 2020 · 117 citations · Cited by this paper
  25. Artificial intelligence for radiographic imaging detection of caries lesions: a systematic review · Domenico Albano · 2024 · 101 citations · Cited by this paper
  26. Evaluation metrics in medical imaging AI: fundamentals, pitfalls, misapplications, and recommendations · Burak Koçak · 2025 · 81 citations · Cited by this paper
  27. Application and Performance of Artificial Intelligence Technology in Detection, Diagnosis and Prediction of Dental Caries (DC)—A Systematic Review · Sanjeev Balappa Khanagar · 2022 · 65 citations · Cited by this paper
  28. Uses of Different Machine Learning Algorithms for Diagnosis of Dental Caries · Sarena Talpur · 2022 · 58 citations · Cited by this paper
  29. Diagnostic performance of artificial intelligence-aided caries detection on bitewing radiographs: a systematic review and meta-analysis · Nour Ammar · 2024 · 51 citations · Cited by this paper
  30. Machine Learning in the Diagnosis and Prognostic Prediction of Dental Caries: A Systematic Review · Lilian Toledo Reyes · 2022 · 50 citations · Cited by this paper
  31. Accuracy of artificial intelligence in caries detection: a systematic review and meta-analysis · Alexander Maniangat Luke · 2025 · 50 citations · Cited by this paper
  32. Artificial Intelligence in Dental Caries Diagnosis and Detection: An Umbrella Review · Sapna Negi · 2024 · 47 citations · Cited by this paper
  33. ARTIFICIAL INTELLIGENCE PLATFORMS IN DENTAL CARIES DETECTION: A SYSTEMATIC REVIEW AND META-ANALYSIS · Lyndon P Abbott · 2024 · 46 citations · Cited by this paper
  34. Diagnostic accuracy of artificial intelligence for approximal caries on bitewing radiographs: A systematic review and meta-analysis · Bruna Katherine Guimarães Carvalho · 2024 · 35 citations · Cited by this paper
  35. Performance of Artificial Intelligence (AI) Models Designed for Application in Pediatric Dentistry—A Systematic Review · Sanjeev Balappa Khanagar · 2022 · 22 citations · Cited by this paper
  36. A Systematic Review on Caries Detection, Classification, and Segmentation from X-Ray Images: Methods, Datasets, Evaluation, and Open Opportunities · Luiz Guilherme Kasputis Zanini · 2024 · 22 citations · Cited by this paper
  37. Examining the diagnostic accuracy of artificial intelligence for detecting dental caries across a range of imaging modalities: An umbrella review with meta-analysis · Sarah Arzani · 2025 · 15 citations · Cited by this paper
  38. Exploring the Methodological Approaches of Studies on Radiographic Databases Used in Cariology to Feed Artificial Intelligence: A Systematic Review · Amadou Diaw Ndiaye · 2024 · 10 citations · Cited by this paper
  39. Applications of AI-based deep learning models for detecting dental caries on intraoral images – a systematic review · Ayesha Noor Uddin · 2024 · 10 citations · Cited by this paper

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