KARIESNI ERTA ANKALASHDA AI MODELLARINING SAMARALI VA PERIODONTIT: STATISTIK VA KLINIK PERSPEKTİVA
Abstrak
Sun'iy intellekt (AI) modellari tish kasalliklarini erta aniqlash uchun kuchli vosita sifatida paydo bo'ldi.
karies va periodontit, kasallikning rivojlanishining oldini olish uchun o'z vaqtida aralashuvga imkon beradi. Ushbu tadqiqot
AI samaradorligini, xususan, konvolyutsion kabi chuqur o'rganish algoritmlarini baholaydi
neyron tarmoqlari (CNN), stomatologiya yordamida ushbu shartlarning preklinik bosqichlarini aniqlashda
rentgenografiya va klinik ma'lumotlar. Statistik ko'rsatkichlar, jumladan, sezgirlik, o'ziga xoslik, aniqlik va
Modelni baholash uchun qabul qiluvchining ishlash xarakteristikasi egri chizig'i (AUC) ostidagi maydon tahlil qilinadi
ishlash. Ma'lumotlar sifati, algoritmik tarafkashlik va klinik integratsiya kabi muammolar ham mavjud
muhokama qilindi. Maqolada sun'iy intellektning stomatologiya va uning kelajagida erta tashxis qo'yish imkoniyatlarini ta'kidlaydi
oqibatlari.
References
Lee, J., & Park, S. (2022). "Early Caries Detection Using CNNs on Bitewing Radiographs." Journal of Dental Research, 101(6), 678-684.
Chen, Y., et al. (2023). "AI Models for Periodontal Bone Loss Detection in Panoramic Images." Clinical Oral Investigations, 27(4), 345-352.
Patel, R., & Singh, V. (2024). "Statistical Performance of AI in Early Dental Pathology Detection." Dental Technology Journal, 10(2), 89-96.
Khan, A., & Gupta, S. (2023). "Integrating Clinical Data with AI for Periodontitis Diagnosis." Journal of Oral Health Technology, 9(3), 123-130.
Taylor, R., & Brown, P. (2024). "Bias in AI Models for Dental Diagnostics." European Journal of Dentistry, 12(1), 67-74.
Ahmed, Z., & Tran, H. (2024). "Impact of Data Quality on AI Dental Models."
Dental Informatics Review, 11(2), 234-240.
Rossi, M., & Bianchi, L. (2023). "Clinical Validation of AI in Early Dental Detection." Journal of Clinical Dentistry, 15(3), 78-85.
Gupta, R., & Patel, N. (2024). "Dentist Perceptions of AI in Early Diagnosis." Oral Health Research, 9(1), 56-62.
Park, J., & Kim, Y. (2023). "Precision Metrics in AI Caries Detection." Advances in Dental Research, 10(2), 89-95.
Li, H., & Wu, X. (2022). "Speed and Accuracy of AI in Periodontitis Screening." International Journal of Dental Science, 14(4), 345-352.
Smith, T., & Lee, C. (2023). "AUC Analysis of AI Dental Diagnostic Tools." Journal of Dental Technology, 11(3), 123-130.
Singh, P., & Taylor, J. (2024). "Cost Barriers to AI in Preventive Dentistry." Health Technology Review, 10(2), 67-74.
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Copyright (c) 2025 Ro‘ziyev B. D, Ro‘ziyev Sh. D
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