Design and implementation of a radiomic-driven intelligent dental hospital diversion system utilizing multilabel imaging data DOI Creative Commons

Yanchan Wu,

Changyuan Yu, Meijia Zhang

et al.

Journal of Translational Medicine, Journal Year: 2024, Volume and Issue: 22(1)

Published: Dec. 20, 2024

With the increasing burden of dental diseases and limited availability healthcare resources, traditional triage methods are inadequate in efficiently utilizing resources meeting patient needs. The aim this study is to develop an advanced system that combines oral radiomics biological multi-omics data, which enables accurate departmental referral patients by automatically interpreting information X-ray images. Using a multi-label learning algorithm, we analyzed data from 3,942 with three cohorts between July 1, 2023 August 18, 2023, continuously monitored classification accuracy (ACC) metrics. In test cohort external validation cohort, used DenseNet121 model analyze achieved accuracies 0.80 0.82, respectively. main contribution propose new treatment process incorporates reduces workload physicians while providing timely medical care patients. Through comparative experiments, demonstrate more efficient than existing processes. addition, intelligent demonstrates high prediction practical applications, ideas for research.

Language: Английский

Natural Compounds for Preventing Age-Related Diseases and Cancers DOI Open Access
Mi‐Ran Ki,

Sol Youn,

Dong Hyun Kim

et al.

International Journal of Molecular Sciences, Journal Year: 2024, Volume and Issue: 25(14), P. 7530 - 7530

Published: July 9, 2024

Aging is a multifaceted process influenced by hereditary factors, lifestyle, and environmental elements. As time progresses, the human body experiences degenerative changes in major functions. The external internal signs of aging manifest various ways, including skin dryness, wrinkles, musculoskeletal disorders, cardiovascular diseases, diabetes, neurodegenerative cancer. Additionally, cancer, like aging, complex disease that arises from accumulation genetic epigenetic alterations. Circadian clock dysregulation has recently been identified as an important risk factor for cancer development. Natural compounds herbal medicines have gained significant attention their potential preventing age-related diseases inhibiting progression. These demonstrate antioxidant, anti-inflammatory, anti-proliferative, pro-apoptotic, anti-metastatic, anti-angiogenic effects well circadian regulation. This review explores cancers, specific natural targeting key features these conditions.

Language: Английский

Citations

9
Décalage horaire, perturbations circadiennes et santé des athlètes DOI
Damien Davenne

Bulletin de l Académie Nationale de Médecine, Journal Year: 2025, Volume and Issue: unknown

Published: Feb. 1, 2025

Citations

0
Achilles tendinopathy treatment via circadian rhythm regulation DOI Creative Commons
Yibo Zhang, Yizhang Wu, Yong Wang

et al.

Journal of Advanced Research, Journal Year: 2024, Volume and Issue: unknown

Published: Oct. 1, 2024

Language: Английский

Citations

0
Design and implementation of a radiomic-driven intelligent dental hospital diversion system utilizing multilabel imaging data DOI Creative Commons

Yanchan Wu,

Changyuan Yu, Meijia Zhang

et al.

Journal of Translational Medicine, Journal Year: 2024, Volume and Issue: 22(1)

Published: Dec. 20, 2024

With the increasing burden of dental diseases and limited availability healthcare resources, traditional triage methods are inadequate in efficiently utilizing resources meeting patient needs. The aim this study is to develop an advanced system that combines oral radiomics biological multi-omics data, which enables accurate departmental referral patients by automatically interpreting information X-ray images. Using a multi-label learning algorithm, we analyzed data from 3,942 with three cohorts between July 1, 2023 August 18, 2023, continuously monitored classification accuracy (ACC) metrics. In test cohort external validation cohort, used DenseNet121 model analyze achieved accuracies 0.80 0.82, respectively. main contribution propose new treatment process incorporates reduces workload physicians while providing timely medical care patients. Through comparative experiments, demonstrate more efficient than existing processes. addition, intelligent demonstrates high prediction practical applications, ideas for research.

Language: Английский

Citations

0