
Journal of Clinical Neurology, Journal Year: 2023, Volume and Issue: 19(3), P. 215 - 215
Published: Jan. 1, 2023
Language: Английский
Journal of Clinical Neurology, Journal Year: 2023, Volume and Issue: 19(3), P. 215 - 215
Published: Jan. 1, 2023
Language: Английский
Journal of Clinical Neurology, Journal Year: 2025, Volume and Issue: 21(1), P. 21 - 21
Published: Jan. 1, 2025
Parkinson's disease (PD) is characterized by various prodromal symptoms, and these symptoms are mostly investigated retrospectively. While some such as rapid eye movement sleep behavior disorder highly specific, others common. This makes it challenging to predict those at risk of PD based solely on less-specific symptoms. The prediction accuracy when using only can be improved analyzing the vast amount information available sophisticated deep-learning techniques. study aimed improve performance deep-learning-based screening in detecting medical-claims data, including prescription information. We sampled 820 patients 8,200 age- sex-matched non-PD controls from Korean National Health Insurance cohort data. A algorithm was developed combinations diagnostic codes, medication periods. During period year -3 0, predicting codes yielded a high 0.937. Adding for same did not increase (0.931-0.935). For earlier (year -6 -3), decreased 0.890 codes. inclusion all medication-codes data increased that markedly 0.922. both effective PD. Developing surveillance system with automatically collected developing could cost-effective. approach streamline process disease-modifying drugs focusing most-appropriate candidates accurate tests.
Language: Английский
Citations
2Journal of Clinical Neurology, Journal Year: 2023, Volume and Issue: 19(5), P. 509 - 509
Published: Jan. 1, 2023
Language: Английский
Citations
16Journal of Clinical Neurology, Journal Year: 2025, Volume and Issue: 21(2), P. 93 - 93
Published: Jan. 1, 2025
Language: Английский
Citations
0Systems Science & Control Engineering, Journal Year: 2025, Volume and Issue: 13(1)
Published: March 18, 2025
Language: Английский
Citations
0Computers in Human Behavior, Journal Year: 2024, Volume and Issue: 156, P. 108213 - 108213
Published: March 26, 2024
Language: Английский
Citations
2Journal of Clinical Neurology, Journal Year: 2023, Volume and Issue: 19(3), P. 215 - 215
Published: Jan. 1, 2023
Language: Английский
Citations
6