Objective: The rapid societal changes have underscored the importance of effective stress detection and management. Chronic mental stress significantly contributes to both physical and psychological illnesses. However, many individuals often remain unaware of their stress levels until they face physical health issues, highlighting the necessity for regular stress monitoring. This study aimed to investigate the effectiveness of vocal biomarkers in detecting stress levels among healthy Korean employees and to contribute to digital healthcare solutions. Methods: We conducted a multi-center clinical study by collecting voice recordings from 115 healthy Korean employees under both relaxed and stress-induced conditions. Stress was induced using the socially evaluated cold pressor test. The Emphasized Channel Attention, Propagation and Aggregation in Time delay neural network (ECAPA-TDNN) deep learning architecture, renowned for its advanced capabilities in analyzing person-specific voice features, was employed to develop stress prediction scores. Results: The proposed model achieved a 70% accuracy rate in detecting stress. This performance underscores the potential of vocal biomarkers as a convenient and effective tool for individuals to self-monitor and manage their stress levels within digital healthcare frameworks. Conclusion The findings emphasize the promise of voice-based mental stress assessments within the Korean population and the importance of continued research on vocal biomarkers across diverse linguistic demographics.

Neonatal chylothorax is a potentially fatal respiratory condition caused by a congenital or traumatic etiology. Conventional therapies, such as fasting, total parenteral nutrition, and intravenous octreotide, are generally successful in such cases; however, more invasive therapeutic measures, such as pleurodesis, should be considered in refractory cases. This case report presents two preterm infants with refractory chylothorax who were non-responsive to conventional treatment but were successfully managed using hypertonic glucose pleurodesis. The first case was that of a female infant born at 24+5 weeks of gestation (585 g) and diagnosed with postsurgical chylothorax at 68 days of life. Even after the initiation of fasting and intravenous octreotide administration, pleural drainage did not reduce. Therefore, the patient underwent three intermittent procedures of 50% glucose pleurodesis, which resulted in the resolution of the chylothorax and subsequent chest tube removal after 37 days. The second case was a female infant born at 34+6 weeks (3,040 g), who was diagnosed with congenital chylothorax immediately after birth. Fasting and intravenous octreotide failed to show any clinical effects; therefore, the patient underwent pleurodesis for 3 consecutive days. After the procedure, the amount of pleural drainage substantially decreased, and the chest tube was removed after 14 days. In both cases, a temporal relation between pleurodesis and chylothorax resolution was observed, suggesting that hypertonic glucose pleurodesis may be an effective and safe alternative for treating refractory chylothorax in preterm infants with minimal side effects. Further studies are needed to establish the optimal protocol for this procedure and to compare its efficacy with that of other pleurodesis agents.

Neonatal chylothorax is a potentially fatal respiratory condition caused by a congenital or traumatic etiology. Conventional therapies, such as fasting, total parenteral nutrition, and intravenous octreotide, are generally successful in such cases; however, more invasive therapeutic measures, such as pleurodesis, should be considered in refractory cases. This case report presents two preterm infants with refractory chylothorax who were non-responsive to conventional treatment but were successfully managed using hypertonic glucose pleurodesis. The first case was that of a female infant born at 24+5 weeks of gestation (585 g) and diagnosed with postsurgical chylothorax at 68 days of life. Even after the initiation of fasting and intravenous octreotide administration, pleural drainage did not reduce. Therefore, the patient underwent three intermittent procedures of 50% glucose pleurodesis, which resulted in the resolution of the chylothorax and subsequent chest tube removal after 37 days. The second case was a female infant born at 34+6 weeks (3,040 g), who was diagnosed with congenital chylothorax immediately after birth. Fasting and intravenous octreotide failed to show any clinical effects; therefore, the patient underwent pleurodesis for 3 consecutive days. After the procedure, the amount of pleural drainage substantially decreased, and the chest tube was removed after 14 days. In both cases, a temporal relation between pleurodesis and chylothorax resolution was observed, suggesting that hypertonic glucose pleurodesis may be an effective and safe alternative for treating refractory chylothorax in preterm infants with minimal side effects. Further studies are needed to establish the optimal protocol for this procedure and to compare its efficacy with that of other pleurodesis agents.

Neonatal chylothorax is a potentially fatal respiratory condition caused by a congenital or traumatic etiology. Conventional therapies, such as fasting, total parenteral nutrition, and intravenous octreotide, are generally successful in such cases; however, more invasive therapeutic measures, such as pleurodesis, should be considered in refractory cases. This case report presents two preterm infants with refractory chylothorax who were non-responsive to conventional treatment but were successfully managed using hypertonic glucose pleurodesis. The first case was that of a female infant born at 24+5 weeks of gestation (585 g) and diagnosed with postsurgical chylothorax at 68 days of life. Even after the initiation of fasting and intravenous octreotide administration, pleural drainage did not reduce. Therefore, the patient underwent three intermittent procedures of 50% glucose pleurodesis, which resulted in the resolution of the chylothorax and subsequent chest tube removal after 37 days. The second case was a female infant born at 34+6 weeks (3,040 g), who was diagnosed with congenital chylothorax immediately after birth. Fasting and intravenous octreotide failed to show any clinical effects; therefore, the patient underwent pleurodesis for 3 consecutive days. After the procedure, the amount of pleural drainage substantially decreased, and the chest tube was removed after 14 days. In both cases, a temporal relation between pleurodesis and chylothorax resolution was observed, suggesting that hypertonic glucose pleurodesis may be an effective and safe alternative for treating refractory chylothorax in preterm infants with minimal side effects. Further studies are needed to establish the optimal protocol for this procedure and to compare its efficacy with that of other pleurodesis agents.

Objective: The rapid societal changes have underscored the importance of effective stress detection and management. Chronic mental stress significantly contributes to both physical and psychological illnesses. However, many individuals often remain unaware of their stress levels until they face physical health issues, highlighting the necessity for regular stress monitoring. This study aimed to investigate the effectiveness of vocal biomarkers in detecting stress levels among healthy Korean employees and to contribute to digital healthcare solutions. Methods: We conducted a multi-center clinical study by collecting voice recordings from 115 healthy Korean employees under both relaxed and stress-induced conditions. Stress was induced using the socially evaluated cold pressor test. The Emphasized Channel Attention, Propagation and Aggregation in Time delay neural network (ECAPA-TDNN) deep learning architecture, renowned for its advanced capabilities in analyzing person-specific voice features, was employed to develop stress prediction scores. Results: The proposed model achieved a 70% accuracy rate in detecting stress. This performance underscores the potential of vocal biomarkers as a convenient and effective tool for individuals to self-monitor and manage their stress levels within digital healthcare frameworks. Conclusion The findings emphasize the promise of voice-based mental stress assessments within the Korean population and the importance of continued research on vocal biomarkers across diverse linguistic demographics.

Objective: The rapid societal changes have underscored the importance of effective stress detection and management. Chronic mental stress significantly contributes to both physical and psychological illnesses. However, many individuals often remain unaware of their stress levels until they face physical health issues, highlighting the necessity for regular stress monitoring. This study aimed to investigate the effectiveness of vocal biomarkers in detecting stress levels among healthy Korean employees and to contribute to digital healthcare solutions. Methods: We conducted a multi-center clinical study by collecting voice recordings from 115 healthy Korean employees under both relaxed and stress-induced conditions. Stress was induced using the socially evaluated cold pressor test. The Emphasized Channel Attention, Propagation and Aggregation in Time delay neural network (ECAPA-TDNN) deep learning architecture, renowned for its advanced capabilities in analyzing person-specific voice features, was employed to develop stress prediction scores. Results: The proposed model achieved a 70% accuracy rate in detecting stress. This performance underscores the potential of vocal biomarkers as a convenient and effective tool for individuals to self-monitor and manage their stress levels within digital healthcare frameworks. Conclusion The findings emphasize the promise of voice-based mental stress assessments within the Korean population and the importance of continued research on vocal biomarkers across diverse linguistic demographics.

Neonatal chylothorax is a potentially fatal respiratory condition caused by a congenital or traumatic etiology. Conventional therapies, such as fasting, total parenteral nutrition, and intravenous octreotide, are generally successful in such cases; however, more invasive therapeutic measures, such as pleurodesis, should be considered in refractory cases. This case report presents two preterm infants with refractory chylothorax who were non-responsive to conventional treatment but were successfully managed using hypertonic glucose pleurodesis. The first case was that of a female infant born at 24+5 weeks of gestation (585 g) and diagnosed with postsurgical chylothorax at 68 days of life. Even after the initiation of fasting and intravenous octreotide administration, pleural drainage did not reduce. Therefore, the patient underwent three intermittent procedures of 50% glucose pleurodesis, which resulted in the resolution of the chylothorax and subsequent chest tube removal after 37 days. The second case was a female infant born at 34+6 weeks (3,040 g), who was diagnosed with congenital chylothorax immediately after birth. Fasting and intravenous octreotide failed to show any clinical effects; therefore, the patient underwent pleurodesis for 3 consecutive days. After the procedure, the amount of pleural drainage substantially decreased, and the chest tube was removed after 14 days. In both cases, a temporal relation between pleurodesis and chylothorax resolution was observed, suggesting that hypertonic glucose pleurodesis may be an effective and safe alternative for treating refractory chylothorax in preterm infants with minimal side effects. Further studies are needed to establish the optimal protocol for this procedure and to compare its efficacy with that of other pleurodesis agents.

Objective: The rapid societal changes have underscored the importance of effective stress detection and management. Chronic mental stress significantly contributes to both physical and psychological illnesses. However, many individuals often remain unaware of their stress levels until they face physical health issues, highlighting the necessity for regular stress monitoring. This study aimed to investigate the effectiveness of vocal biomarkers in detecting stress levels among healthy Korean employees and to contribute to digital healthcare solutions. Methods: We conducted a multi-center clinical study by collecting voice recordings from 115 healthy Korean employees under both relaxed and stress-induced conditions. Stress was induced using the socially evaluated cold pressor test. The Emphasized Channel Attention, Propagation and Aggregation in Time delay neural network (ECAPA-TDNN) deep learning architecture, renowned for its advanced capabilities in analyzing person-specific voice features, was employed to develop stress prediction scores. Results: The proposed model achieved a 70% accuracy rate in detecting stress. This performance underscores the potential of vocal biomarkers as a convenient and effective tool for individuals to self-monitor and manage their stress levels within digital healthcare frameworks. Conclusion The findings emphasize the promise of voice-based mental stress assessments within the Korean population and the importance of continued research on vocal biomarkers across diverse linguistic demographics.

Neonatal chylothorax is a potentially fatal respiratory condition caused by a congenital or traumatic etiology. Conventional therapies, such as fasting, total parenteral nutrition, and intravenous octreotide, are generally successful in such cases; however, more invasive therapeutic measures, such as pleurodesis, should be considered in refractory cases. This case report presents two preterm infants with refractory chylothorax who were non-responsive to conventional treatment but were successfully managed using hypertonic glucose pleurodesis. The first case was that of a female infant born at 24+5 weeks of gestation (585 g) and diagnosed with postsurgical chylothorax at 68 days of life. Even after the initiation of fasting and intravenous octreotide administration, pleural drainage did not reduce. Therefore, the patient underwent three intermittent procedures of 50% glucose pleurodesis, which resulted in the resolution of the chylothorax and subsequent chest tube removal after 37 days. The second case was a female infant born at 34+6 weeks (3,040 g), who was diagnosed with congenital chylothorax immediately after birth. Fasting and intravenous octreotide failed to show any clinical effects; therefore, the patient underwent pleurodesis for 3 consecutive days. After the procedure, the amount of pleural drainage substantially decreased, and the chest tube was removed after 14 days. In both cases, a temporal relation between pleurodesis and chylothorax resolution was observed, suggesting that hypertonic glucose pleurodesis may be an effective and safe alternative for treating refractory chylothorax in preterm infants with minimal side effects. Further studies are needed to establish the optimal protocol for this procedure and to compare its efficacy with that of other pleurodesis agents.

Objective: The rapid societal changes have underscored the importance of effective stress detection and management. Chronic mental stress significantly contributes to both physical and psychological illnesses. However, many individuals often remain unaware of their stress levels until they face physical health issues, highlighting the necessity for regular stress monitoring. This study aimed to investigate the effectiveness of vocal biomarkers in detecting stress levels among healthy Korean employees and to contribute to digital healthcare solutions. Methods: We conducted a multi-center clinical study by collecting voice recordings from 115 healthy Korean employees under both relaxed and stress-induced conditions. Stress was induced using the socially evaluated cold pressor test. The Emphasized Channel Attention, Propagation and Aggregation in Time delay neural network (ECAPA-TDNN) deep learning architecture, renowned for its advanced capabilities in analyzing person-specific voice features, was employed to develop stress prediction scores. Results: The proposed model achieved a 70% accuracy rate in detecting stress. This performance underscores the potential of vocal biomarkers as a convenient and effective tool for individuals to self-monitor and manage their stress levels within digital healthcare frameworks. Conclusion The findings emphasize the promise of voice-based mental stress assessments within the Korean population and the importance of continued research on vocal biomarkers across diverse linguistic demographics.