1.Audio–Text Contrastive Representation Learning for Voice Assessment: Toward Assistive Clinical Applications
Kwang Hyeon KIM ; Yoonkyoung SO
Journal of the Korean Society of Laryngology Phoniatrics and Logopedics 2026;37(1):33-42
Background and Objectives:
This study aims to develop and validate a bidirectional audio–text contrastive representation learning framework that enhances alignment between linguistic content and speech production characteristics, thereby exploring its potential utility for future clinical voice assessment applications.Materials and Method A dual-encoder multimodal contrastive model was trained using 12854 Korean speech–text pairs. Audio inputs were converted into 80-channel Mel spectrograms with SpecAugment, and text was processed using a KoBERT-based tokenizer. Joint embeddings were optimized via bidirectional cosine-similarity InfoNCE loss over 100 epochs. Retrieval-based evaluation quantified alignment performance between paired inputs.
Results:
The dataset exhibited an average utterance duration of 3.60±1.01 second and 4.99± 1.73 words, with high variability in phonetic realizations reflected by an ASR baseline word error rate of 100.69% (p=0.0311 for utterance-length effects). Despite such heterogeneity, the proposed model achieved consistent multimodal alignment, with audio-to-text and text-to-audio retrieval Recall@10 of 0.523 and 0.520, respectively, and median ranks of 9.00 and 10.00.
Conclusion
The findings indicate that contrastive alignment can produce robust multimodal speech representations under diverse reading patterns. Although clinical validation using pathological speech remains necessary, this work establishes a proof-of-concept basis for future voice assessment applications leveraging retrieval-based embedding analysis.
3.Association of the Korean-specific food-based index of dietary inflammatory potential with the risk of mild cognitive impairment in Korean older adults
Se Yeon HWANG ; Chong-Su KIM ; Mi Kyung KIM ; Yoonkyoung YANG ; Yoon Jung YANG
Epidemiology and Health 2024;46(1):e2024067-
OBJECTIVES:
This study aimed to examine the association between the food-based index of dietary inflammatory potential (FBDI) and the risk of mild cognitive impairment (MCI) in Korean older adults.
METHODS:
The subjects were 798 Korean adults aged 60 years and older. The FBDI was calculated based on the intake of 7 anti-inflammatory and 3 inflammatory food groups. Cognitive function was assessed using the Korean version of the Mini-Mental State Examination. A general linear model and multiple logistic regression were applied to assess the association between FBDI and the risk of MCI.
RESULTS:
As the FBDI increased, the intake of white rice, cookies/candies, and sweetened drinks tended to increase, but the intake of niacin, β-carotene, calcium, and potassium tended to decrease (p for trend<0.05). The highest FBDI group had a higher MCI risk (odds ratio [OR], 1.60; 95% confidence interval [CI], 1.01 to 2.52) than the lowest FBDI group, adjusted for gender, age, and education level; and this trend was significant in a fully adjusted model (p for trend=0.039). No significant associations were found in men after adjusting for confounding factors. Among women, MCI risk increased as the FBDI increased (p for trend=0.007); and the highest FBDI group had a higher MCI risk (OR, 2.22; 95% CI, 1.04 to 4.74) than the lowest FBDI group in a fully adjusted model.
CONCLUSIONS
These results suggest that the appropriate intake of anti-inflammatory foods and nutrients may be associated with a reduced risk of MCI among older adults.
4.Association of the Korean-specific food-based index of dietary inflammatory potential with the risk of mild cognitive impairment in Korean older adults
Se Yeon HWANG ; Chong-Su KIM ; Mi Kyung KIM ; Yoonkyoung YANG ; Yoon Jung YANG
Epidemiology and Health 2024;46(1):e2024067-
OBJECTIVES:
This study aimed to examine the association between the food-based index of dietary inflammatory potential (FBDI) and the risk of mild cognitive impairment (MCI) in Korean older adults.
METHODS:
The subjects were 798 Korean adults aged 60 years and older. The FBDI was calculated based on the intake of 7 anti-inflammatory and 3 inflammatory food groups. Cognitive function was assessed using the Korean version of the Mini-Mental State Examination. A general linear model and multiple logistic regression were applied to assess the association between FBDI and the risk of MCI.
RESULTS:
As the FBDI increased, the intake of white rice, cookies/candies, and sweetened drinks tended to increase, but the intake of niacin, β-carotene, calcium, and potassium tended to decrease (p for trend<0.05). The highest FBDI group had a higher MCI risk (odds ratio [OR], 1.60; 95% confidence interval [CI], 1.01 to 2.52) than the lowest FBDI group, adjusted for gender, age, and education level; and this trend was significant in a fully adjusted model (p for trend=0.039). No significant associations were found in men after adjusting for confounding factors. Among women, MCI risk increased as the FBDI increased (p for trend=0.007); and the highest FBDI group had a higher MCI risk (OR, 2.22; 95% CI, 1.04 to 4.74) than the lowest FBDI group in a fully adjusted model.
CONCLUSIONS
These results suggest that the appropriate intake of anti-inflammatory foods and nutrients may be associated with a reduced risk of MCI among older adults.
5.Association of the Korean-specific food-based index of dietary inflammatory potential with the risk of mild cognitive impairment in Korean older adults
Se Yeon HWANG ; Chong-Su KIM ; Mi Kyung KIM ; Yoonkyoung YANG ; Yoon Jung YANG
Epidemiology and Health 2024;46(1):e2024067-
OBJECTIVES:
This study aimed to examine the association between the food-based index of dietary inflammatory potential (FBDI) and the risk of mild cognitive impairment (MCI) in Korean older adults.
METHODS:
The subjects were 798 Korean adults aged 60 years and older. The FBDI was calculated based on the intake of 7 anti-inflammatory and 3 inflammatory food groups. Cognitive function was assessed using the Korean version of the Mini-Mental State Examination. A general linear model and multiple logistic regression were applied to assess the association between FBDI and the risk of MCI.
RESULTS:
As the FBDI increased, the intake of white rice, cookies/candies, and sweetened drinks tended to increase, but the intake of niacin, β-carotene, calcium, and potassium tended to decrease (p for trend<0.05). The highest FBDI group had a higher MCI risk (odds ratio [OR], 1.60; 95% confidence interval [CI], 1.01 to 2.52) than the lowest FBDI group, adjusted for gender, age, and education level; and this trend was significant in a fully adjusted model (p for trend=0.039). No significant associations were found in men after adjusting for confounding factors. Among women, MCI risk increased as the FBDI increased (p for trend=0.007); and the highest FBDI group had a higher MCI risk (OR, 2.22; 95% CI, 1.04 to 4.74) than the lowest FBDI group in a fully adjusted model.
CONCLUSIONS
These results suggest that the appropriate intake of anti-inflammatory foods and nutrients may be associated with a reduced risk of MCI among older adults.
6.Association of the Korean-specific food-based index of dietary inflammatory potential with the risk of mild cognitive impairment in Korean older adults
Se Yeon HWANG ; Chong-Su KIM ; Mi Kyung KIM ; Yoonkyoung YANG ; Yoon Jung YANG
Epidemiology and Health 2024;46(1):e2024067-
OBJECTIVES:
This study aimed to examine the association between the food-based index of dietary inflammatory potential (FBDI) and the risk of mild cognitive impairment (MCI) in Korean older adults.
METHODS:
The subjects were 798 Korean adults aged 60 years and older. The FBDI was calculated based on the intake of 7 anti-inflammatory and 3 inflammatory food groups. Cognitive function was assessed using the Korean version of the Mini-Mental State Examination. A general linear model and multiple logistic regression were applied to assess the association between FBDI and the risk of MCI.
RESULTS:
As the FBDI increased, the intake of white rice, cookies/candies, and sweetened drinks tended to increase, but the intake of niacin, β-carotene, calcium, and potassium tended to decrease (p for trend<0.05). The highest FBDI group had a higher MCI risk (odds ratio [OR], 1.60; 95% confidence interval [CI], 1.01 to 2.52) than the lowest FBDI group, adjusted for gender, age, and education level; and this trend was significant in a fully adjusted model (p for trend=0.039). No significant associations were found in men after adjusting for confounding factors. Among women, MCI risk increased as the FBDI increased (p for trend=0.007); and the highest FBDI group had a higher MCI risk (OR, 2.22; 95% CI, 1.04 to 4.74) than the lowest FBDI group in a fully adjusted model.
CONCLUSIONS
These results suggest that the appropriate intake of anti-inflammatory foods and nutrients may be associated with a reduced risk of MCI among older adults.
7.Adverse Events with the Pfizer-BioNTech COVID-19Vaccine among Korean Healthcare Workers
Jae Hyoung IM ; Eunjung KIM ; Eunyoung LEE ; Yeongju SEO ; Yuran LEE ; Yoonkyoung JANG ; Soyeon YU ; Yeonju MAENG ; Soyeon PARK ; Seohee PARK ; Jiah KIM ; Jin-Soo LEE ; Ji Hyeon BAEK
Yonsei Medical Journal 2021;62(12):1162-1168
The Pfizer-BioNTech COVID-19 vaccine has shown excellent clinical effectiveness; however, adverse events of the vaccine remain a concern in Korea. We surveyed adverse events in 2498 healthcare workers vaccinated with the Pfizer-BioNTech COVID-19 vaccine at a university hospital. The survey was conducted using a diary card for 7 days following each injection. The questionnaire response rate was 75.1% (1876/2498) for the first dose and 73.8% (1840/2493) for the second dose. Among local reactions, pain was the most commonly reported (84.9% after the first dose and 90.4% after the second dose). After the second dose, two people visited the emergency room due to severe local pain, but no hospitalization or skin necrosis occurred. Among systemic reactions, fatigue was most frequently reported (52.8% after the first dose and 77.0% after the second dose), followed by myalgia (49.0% and 76.1%), headache (28.7% and 59.2%), chills (16.7% and 54.0%), and arthralgia (11.4% and 39.2%). One or more critical adverse events occurred in 0.2% and 0.7% of the vaccinees. Except for urticaria, more adverse events were reported after the second dose than after the first dose. In the future, adverse events should be investigated in older adults, and a future study with a longer observation period should be conducted.
8.Correlation between fish consumption and the risk of mild cognitive impairment in the elderly living in rural areas
Areum YU ; Jihye KIM ; Bo Youl CHOI ; Mi Kyung KIM ; Yoonkyoung YANG ; Yoon Jung YANG
Journal of Nutrition and Health 2021;54(2):139-151
Purpose:
This study examines the correlation between fish consumption and the risk of mild cognitive impairment in the elderly living in rural areas.
Methods:
The Yangpyeong cohort data collected from Yangpyeong in July 2009 and August 2010 was used as the data set. Adults greater than or equal to 60 years who have completed the Korean version of the Mini-Mental State Examination (MMSE-KC) were selected for the study. After excluding participants with less than 500 kcal of energy intake (n = 2), a total of 806 adults were enrolled as the final subjects. Cognitive function was assessed using the MMSE-KC, and dietary intake was collected using the quantitative food frequency questionnaire comprising 106 foods or food groups.
Results:
The educational level, proportion of people who exercise, fruits and vegetable intake, and energy intake, tended to increase with fish intake among men, while increasing age resulted in decreased fish consumption. Among women, the educational level, proportion of subjects who exercise, proportion of subjects currently taking dietary supplements, fruits and vegetable intake, and energy intake, tended to increase with fish consumption, whereas increasing age showed decreasing fish consumption. Increased fish intake resulted in a higher MMSE-KC score after adjusting for the confounding variables in women (p for trend = 0.016), but no significant trend was observed between fish intake and MMSE-KC score in men. Fish intake was inversely related to the risk of mild cognitive impairment after adjusting for covariates in women (Q1 vs. Q4; odds ratio, 0.46 [0.23–0.90]; p for trend = 0.009).
Conclusion
This study determined that increased fish consumption is correlated with reduced risk of mild cognitive impairment in the female elderly. Further longitudinal studies with larger samples are required to determine a causal relationship between fish intake and cognitive function.
9.Diagnostic Accuracy of Temporal Artery Temperatures Measurements
Yumi PARK ; Wonje JUNG ; Hyun OH ; Yoonkyoung KIM ; Eunyoung KIM ; Mikyung KIM ; Heeyeon SHIN
Journal of Korean Clinical Nursing Research 2018;24(2):227-234
PURPOSE: This study compared the temporal artery temperature (TAT) measured by infrared temporal artery thermometers to the axillary temperature (AT) measured by standard mercury-in-glass thermometers, and evaluated accuracy of the TAT measurement for clinical practice. METHODS: A total of 247 adult inpatients in general wards in a tertiary medical center located in Seoul participated in the study. The TAT was measured within one minute after the AT measurement. Data were analyzed using descriptive statistics, paired t-test, Pearson correlation coefficient, linear regression, and the Bland-Altman plot. RESULTS: There was a significant difference in mean temperature between AT and TAT, 36.89℃ (SD=0.70) versus 37.35℃ (SD=0.72). The Bland-Altman plots demonstrated the difference between the AT and TAT as −1.29 to +0.33. The specificity and sensitivity of the TAT in detecting fever were high. The positive predictive values were 57.5% and 71.0% when the AT were higher than 38.0℃ and the TAT fever cutoff levels were 38.0℃ and 38.3℃ respectively. CONCLUSION: TAT and AT were highly correlated and agreeable, indicating that TAT is as accurate as AT. The findings suggested that TAT measurement can be used in clinical practice. For accurate communication between medical personnel, medical institutions need to provide guidelines for temperature measurement, especially for the use of thermometer and measurement sites.
Adult
;
Body Temperature
;
Fever
;
Humans
;
Inpatients
;
Linear Models
;
Patients' Rooms
;
Sensitivity and Specificity
;
Seoul
;
Temporal Arteries
;
Thermometers

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