Background: and Purpose It is challenging to detect Parkinson’s disease (PD) in its early stages, which has prompted researchers to develop techniques based on machine learning methods for detecting PD. However, previous studies did not fully incorporate the slow progression of PD over a long period of time nor consider that its symptoms occur in a time-sequential manner. Contributing to the literature on PD, which has relied heavily on cross-sectional data, this study aimed to develop a method for detecting PD early that can process time-series information using the long short-term memory (LSTM) algorithm. Methods: We sampled 926 patients with PD and 9,260 subjects without PD using medicalclaims data. The LSTM algorithm was tested using diagnostic histories, which contained the diagnostic codes and their respective time information. We compared the prediction power of the 12-month diagnostic codes under two different settings over the 4 years prior to the first PD diagnosis. Results: The model that was trained using the most-recent 12-month diagnostic codes had the best performance, with an accuracy of 94.25%, a sensitivity of 82.91%, and a specificity of 95.26%. The other three models (12-month codes from 2, 3, and 4 years prior) were found to have comparable performances, with accuracies of 92.27%, 91.86%, and 91.81%, respectively.The areas under the curve from our data settings ranged from 0.839 to 0.923. Conclusions We explored the possibility that PD specialists could benefit from our proposed machine learning method as an early detection method for PD.

We synthesized C-10 substituted triazolyl artemisinins by the Huisgen cycloaddition reaction between dihydroartemisinins (2) and variously substituted 1, 2, 3-triazoles (8a-8h). The antimalarial activities of 32 novel artemisinin derivatives were screened against a chloroquine-resistant parasite. Among them, triazolyl artemisinins with electron-withdrawing groups showed stronger antimalarial activities than those shown by the derivatives having electron-donating groups. In particularly, m-chlorotriazolyl artemisinin (9d-12d) showed antimalarial activity equivalent to that of artemisinin and could be a strong drug candidate.
Artemisinins ; Cycloaddition Reaction ; Parasites

OBJECTIVE: We intended to evaluate the double standard status and to identify factors of determining double standard criteria in multinational corporations of Korea, and specifically those in the occupational health and safety area. METHODS: A postal questionnaire had been sent, between August 2002 and September 2002, to multinational corporations in Korea. A double standard company was defined as those who answered in more than one item as adopting a different standard among the five items regarding double standard identification. By comparing double standard companies with equivalent standard companies, determinants for double standards were then identified using logistic regression analysis. RESULTS: Of multinational corporations, 45.1% had adopted a double standard. Based on the question naire's scale level, the factor of 'characteristic and size of multinational corporation' was found to have the most potent impact on increasing double standard risk. On the variable level, factors of 'number of affiliated companies' and 'existence of an auditing system with the parent company' showed a strong negative impact on double standard risk. CONCLUSION: : Our study suggests that a distinctive approach is needed to manage the occupational safety and health for multinational corporations. This approach should be focused on the specific level of a corporation, not on a country level.
Humans ; Internationality ; Korea* ; Logistic Models ; Occupational Health ; Parents

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disorder that causes progressive muscular weakness, severe weight loss, and ultimately death. Gastrostomy or nasogastric tube is beneficial for ALS patients with severe weight loss and dysphagia. However, the development of superior mesenteric artery (SMA) syndrome in ALS patients when the enteral feeding time is delayed is rarely reported. We report herein the first case of SMA syndrome in a Korean ALS patient who showed improvement after percutaneous endoscopic gastrojejunostomy(PEGJ).
Amyotrophic Lateral Sclerosis* ; Deglutition Disorders ; Enteral Nutrition ; Gastric Bypass ; Gastrostomy ; Humans ; Mesenteric Artery, Superior ; Muscle Weakness ; Neurodegenerative Diseases ; Superior Mesenteric Artery Syndrome* ; Weight Loss