Artificial intelligence in medico-dental diagnostics of the face: a narrative review of opportunities and challenges.
Artificial intelligence
Face
Government regulation and oversight
Neural networks
Photography
Journal
Clinical oral investigations
ISSN: 1436-3771
Titre abrégé: Clin Oral Investig
Pays: Germany
ID NLM: 9707115
Informations de publication
Date de publication:
Dec 2022
Dec 2022
Historique:
received:
02
04
2022
accepted:
14
09
2022
pubmed:
25
9
2022
medline:
2
12
2022
entrez:
24
9
2022
Statut:
ppublish
Résumé
This review aims to share the current developments of artificial intelligence (AI) solutions in the field of medico-dental diagnostics of the face. The primary focus of this review is to present the applicability of artificial neural networks (ANN) to interpret medical images, together with the associated opportunities, obstacles, and ethico-legal concerns. Narrative literature review. Narrative literature review. Curated facial images are widely available and easily accessible and are as such particularly suitable big data for ANN training. New AI solutions have the potential to change contemporary dentistry by optimizing existing processes and enriching dental care with the introduction of new tools for assessment or treatment planning. The analyses of health-related big data may also contribute to revolutionize personalized medicine through the detection of previously unknown associations. In regard to facial images, advances in medico-dental AI-based diagnostics include software solutions for the detection and classification of pathologies, for rating attractiveness and for the prediction of age or gender. In order for an ANN to be suitable for medical diagnostics of the face, the arising challenges regarding computation and management of the software are discussed, with special emphasis on the use of non-medical big data for ANN training. The legal and ethical ramifications of feeding patients' facial images to a neural network for diagnostic purposes are related to patient consent, data privacy, data security, liability, and intellectual property. Current ethico-legal regulation practices seem incapable of addressing all concerns and ensuring accountability. While this review confirms the many benefits derived from AI solutions used for the diagnosis of medical images, it highlights the evident lack of regulatory oversight, the urgent need to establish licensing protocols, and the imperative to investigate the moral quality of new norms set with the implementation of AI applications in medico-dental diagnostics.
Identifiants
pubmed: 36153437
doi: 10.1007/s00784-022-04724-2
pii: 10.1007/s00784-022-04724-2
pmc: PMC9708749
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
6871-6879Informations de copyright
© 2022. The Author(s).
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