دورية أكاديمية
Development of a dental digital data set for research in artificial intelligence: the importance of labeling performed by radiologists.
| العنوان: | Development of a dental digital data set for research in artificial intelligence: the importance of labeling performed by radiologists. |
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| المؤلفون: | Costa ED; Department of Dental Materials and Prosthodontics, School of Dentistry of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil. Electronic address: edantasc@yahoo.com.br., Gaêta-Araujo H; Department of Stomatology, Public Health and Forensic Dentistry, Division of Oral Radiology, School of Dentistry of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil., Carneiro JA; Department of Computing and Mathematics, University of São Paulo, Ribeirão Preto, São Paulo, Brazil., Zancan BAG; Department of Computing and Mathematics, University of São Paulo, Ribeirão Preto, São Paulo, Brazil., Baranauskas JA; Department of Computing and Mathematics, University of São Paulo, Ribeirão Preto, São Paulo, Brazil., Macedo AA; Department of Computing and Mathematics, University of São Paulo, Ribeirão Preto, São Paulo, Brazil., Tirapelli C; Department of Dental Materials and Prosthodontics, School of Dentistry of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil. |
| المصدر: | Oral surgery, oral medicine, oral pathology and oral radiology [Oral Surg Oral Med Oral Pathol Oral Radiol] 2024 Jul; Vol. 138 (1), pp. 205-213. Date of Electronic Publication: 2023 Dec 14. |
| نوع المنشور: | Journal Article; Research Support, Non-U.S. Gov't |
| اللغة: | English |
| بيانات الدورية: | Publisher: Elsevier Country of Publication: United States NLM ID: 101576782 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2212-4411 (Electronic) NLM ISO Abbreviation: Oral Surg Oral Med Oral Pathol Oral Radiol Subsets: MEDLINE |
| أسماء مطبوعة: | Original Publication: New York, NY : Elsevier |
| مواضيع طبية MeSH: | Radiography, Panoramic* , Artificial Intelligence*, Humans ; Radiography, Dental, Digital/methods ; Radiologists ; Databases, Factual ; Software |
| مستخلص: | Objective: The aim of this study was to present the development of a database (dataset) of panoramic radiographs. Study Design: Three radiologists labeled an image set consisting of 936 panoramic radiographs. Labeling includes tooth numbering (including teeth present and missing) and annotation of dental conditions (e.g., caries, dental restoration, residual root, endodontic treatment, implant, fixed prosthesis, incisal wear). The annotation process was performed in a Picture Archive and Communication System software customized for the study purposes using a small bounding box to delimit the entire tooth and items for radiographic diagnosis and a large bounding box to simultaneously delimit the 2 dental arches (maxilla and mandible). A JSON file was generated for each annotation. Results: The database encompassed 23,619 annotations; disagreement between radiologists occurred in 0.7% of the notes. Conclusions: This work aimed to inform researchers about the importance of the labeling process, in addition to providing the scientific community with a bank of labeled images to implement artificial intelligence systems in clinical practice. (Copyright © 2023 Elsevier Inc. All rights reserved.) |
| تواريخ الأحداث: | Date Created: 20240417 Date Completed: 20240621 Latest Revision: 20240805 |
| رمز التحديث: | 20240806 |
| DOI: | 10.1016/j.oooo.2023.12.006 |
| PMID: | 38632036 |
| قاعدة البيانات: | MEDLINE |
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Full Text Finder | تدمد: | 2212-4411 |
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| DOI: | 10.1016/j.oooo.2023.12.006 |