1.The Reliability and Validity of the Korean Version of the 5C Psychological Antecedents of Vaccination Scale
Journal of Korean Academy of Nursing 2023;53(3):324-339
Purpose:
This study aimed to valuate the reliability and validity of the Korean version of the 5C Psychological Antecedents of Vaccination (K-5C) scale.
Methods:
The English version of the 5C scale was translated into Korean, following the World Health Organization guidelines. Data were collected from 316 community-dwelling adults. Content validity was evaluated using the content validity index, while construct validity was evaluated through confirmatory factor analysis. Convergent validity was examined by assessing the correlation with vaccination attitude, and concurrent validity was evaluated by examining the association with coronavirus disease 2019 (COVID-19) vaccination status. Internal consistency and test-retest reliability were also evaluated.
Results:
Content validity results indicated an item-level content validity index ranging from .83 to 1, and scale-level content validity index, averaging method was .95. Confirmatory factor analysis supported the fit of the measurement model, comprising a five-factor structure with a 15-item questionnaire (RMSEA = .05, SRMR = .05, CFI = .97, TLI = .96). Convergent validity was acceptable with a significant correlation between each sub-scale of the 5C scale and vaccination attitude. In concurrent validity evaluation, confidence, constraints, and collective responsibility of the 5C scale were significant independent predictors of the current COVID-19 vaccination status. Cronbach’s alpha for each subscale ranged from .78 to .88, and the intraclass correlation coefficient for each subscale ranged from .67 to .89.
Conclusion
The Korean version of the 5C scale is a valid and reliable tool to assess the psychological antecedents of vaccination among Korean adults.
2.Case management of suicide attempters seen in emergency rooms: result and factors affecting consent to follow-up.
Hojung KIM ; Shin Gyeom KIM ; Heeju OH ; Sunjin CHOI
Journal of the Korean Society of Emergency Medicine 2018;29(2):160-169
OBJECTIVE: The purpose of this study was to identify the factors that influence the consent of case management for suicide prevention. METHODS: This study included 232 suicide attempters from September 1, 2015 to August 31, 2016 at the Emergency Medical Center of Soonchunhyang University Bucheon Hospital, Korea. A retrospective chart analysis was performed using a chi-square test or Fisher exact test, as well as univariate and multivariate logistic regression analysis (R ver. 3.3.3). RESULTS: The positive factors affecting case management consent were direct face-to-face counseling with a case manager, patient's age, suicide attempt without alcohol, first suicide attempt, and no psychiatric history. In addition, suicide attempters who underwent follow-up case management were more likely to participate in outpatient mental health care. Through the case manager, continuous emotional support and encouragement were provided to the suicide attempt, which proved to be effective. CONCLUSION: This study emphasizes the importance of case management for suicide attempters visiting the emergency medical center and suggests that the cooperation of national and regional systems should be expanded to increase the case participation rate.
Case Management*
;
Counseling
;
Emergencies*
;
Emergency Service, Hospital*
;
Follow-Up Studies*
;
Gyeonggi-do
;
Humans
;
Korea
;
Logistic Models
;
Mental Health
;
Outpatients
;
Retrospective Studies
;
Suicide*
;
Suicide, Attempted
3.Automatic Classification of the Korean Triage Acuity Scale in Simulated Emergency Rooms Using Speech Recognition and Natural Language Processing: a Proof of Concept Study
Dongkyun KIM ; Jaehoon OH ; Heeju IM ; Myeongseong YOON ; Jiwoo PARK ; Joohyun LEE
Journal of Korean Medical Science 2021;36(27):e175-
Background:
Rapid triage reduces the patients' stay time at an emergency department (ED). The Korean Triage Acuity Scale (KTAS) is mandatorily applied at EDs in South Korea.For rapid triage, we studied machine learning-based triage systems composed of a speech recognition model and natural language processing-based classification.
Methods:
We simulated 762 triage cases that consisted of 18 classes with six types of the main symptom (chest pain, dyspnea, fever, stroke, abdominal pain, and headache) and three levels of KTAS. In addition, we recorded conversations between emergency patients and clinicians during the simulation. We used speech recognition models to transcribe the conversation. Bidirectional Encoder Representation from Transformers (BERT), support vector machine (SVM), random forest (RF), and k-nearest neighbors (KNN) were used for KTAS and symptom classification. Additionally, we evaluated the Shapley Additive exPlanations (SHAP) values of features to interpret the classifiers.
Results:
The character error rate of the speech recognition model was reduced to 25.21% through transfer learning. With auto-transcribed scripts, support vector machine (area under the receiver operating characteristic curve [AUROC], 0.86; 95% confidence interval [CI], 0.81–0.9), KNN (AUROC, 0.89; 95% CI, 0.85–0.93), RF (AUROC, 0.86; 95% CI, 0.82–0.9) and BERT (AUROC, 0.82; 95% CI, 0.75–0.87) achieved excellent classification performance.Based on SHAP, we found “stress”, “pain score point”, “fever”, “breath”, “head” and “chest” were the important vocabularies for determining KTAS and symptoms.
Conclusion
We demonstrated the potential of an automatic KTAS classification system using speech recognition models, machine learning and BERT-based classifiers.
4.Automatic Classification of the Korean Triage Acuity Scale in Simulated Emergency Rooms Using Speech Recognition and Natural Language Processing: a Proof of Concept Study
Dongkyun KIM ; Jaehoon OH ; Heeju IM ; Myeongseong YOON ; Jiwoo PARK ; Joohyun LEE
Journal of Korean Medical Science 2021;36(27):e175-
Background:
Rapid triage reduces the patients' stay time at an emergency department (ED). The Korean Triage Acuity Scale (KTAS) is mandatorily applied at EDs in South Korea.For rapid triage, we studied machine learning-based triage systems composed of a speech recognition model and natural language processing-based classification.
Methods:
We simulated 762 triage cases that consisted of 18 classes with six types of the main symptom (chest pain, dyspnea, fever, stroke, abdominal pain, and headache) and three levels of KTAS. In addition, we recorded conversations between emergency patients and clinicians during the simulation. We used speech recognition models to transcribe the conversation. Bidirectional Encoder Representation from Transformers (BERT), support vector machine (SVM), random forest (RF), and k-nearest neighbors (KNN) were used for KTAS and symptom classification. Additionally, we evaluated the Shapley Additive exPlanations (SHAP) values of features to interpret the classifiers.
Results:
The character error rate of the speech recognition model was reduced to 25.21% through transfer learning. With auto-transcribed scripts, support vector machine (area under the receiver operating characteristic curve [AUROC], 0.86; 95% confidence interval [CI], 0.81–0.9), KNN (AUROC, 0.89; 95% CI, 0.85–0.93), RF (AUROC, 0.86; 95% CI, 0.82–0.9) and BERT (AUROC, 0.82; 95% CI, 0.75–0.87) achieved excellent classification performance.Based on SHAP, we found “stress”, “pain score point”, “fever”, “breath”, “head” and “chest” were the important vocabularies for determining KTAS and symptoms.
Conclusion
We demonstrated the potential of an automatic KTAS classification system using speech recognition models, machine learning and BERT-based classifiers.
5.TLR5 Activation through NF-κB Is a Neuroprotective Mechanism of Postconditioning after Cerebral Ischemia in Mice.
Jaewon JEONG ; Soojin KIM ; Da Sol LIM ; Seo Hea KIM ; Heeju DOH ; So Dam KIM ; Yun Seon SONG
Experimental Neurobiology 2017;26(4):213-226
Postconditioning has been shown to protect the mouse brain from ischemic injury. However, the neuroprotective mechanisms of postconditioning remain elusive. We have found that toll-like receptor 5 (TLR5) plays an integral role in postconditioning-induced neuroprotection through Akt/nuclear factor kappa B (NF-κB) activation in cerebral ischemia. Compared to animals that received 30 min of transient middle cerebral artery occlusion (tMCAO) group, animals that also underwent postconditioning showed a significant reduction of up to 60.51% in infarct volume. Postconditioning increased phospho-Akt (p-Akt) levels and NF-κB translocation to the nucleus as early as 1 h after tMCAO and oxygen-glucose deprivation. Furthermore, inhibition of Akt by Akt inhibitor IV decreased NF-κB promoter activity after postconditioning. Immunoprecipitation showed that interactions between TLR5, MyD88, and p-Akt were increased from postconditioning both in vivo and in vitro. Similar to postconditioning, flagellin, an agonist of TLR5, increased NF-κB nuclear translocation and Akt phosphorylation. Our results suggest that postconditioning has neuroprotective effects by activating NF-κB and Akt survival pathways via TLR5 after cerebral ischemia. Additionally, the TLR5 agonist flagellin can simulate the neuroprotective mechanism of postconditioning in cerebral ischemia.
Animals
;
Brain
;
Brain Ischemia*
;
Flagellin
;
Immunoprecipitation
;
In Vitro Techniques
;
Infarction, Middle Cerebral Artery
;
Mice*
;
Neuroprotection
;
Neuroprotective Agents
;
NF-kappa B
;
Phosphorylation
;
Toll-Like Receptor 5
6.Angulation between Long Axis of Anterior Teeth and Alveolar Process, and Thickness of Alveolar Bone.
Sun Kyoung YU ; Heeju KIM ; Myoung Hwa LEE ; Seog KIM ; Heung Joong KIM
Korean Journal of Physical Anthropology 2012;25(1):23-30
The main aim of dental implant placement on the anterior region is to recover the function and esthetics. Therefore, this study examined the angulation between the long axis of the anterior teeth and the alveolar process, and thickness of the alveolar bone on the anterior region. Twenty-five cadaver heads (18 maxillae and 23 mandibles) were examined (16 male and 9 female, mean: 56.7 years). The angulation between the long axis of the anterior teeth and the alveolar process was measured, and the alveolar bone thickness was measured in the three levels (crest; C, middle; M, apex; A) on the labial and lingual sides. All data was analyzed statistically using one-way ANOVA. The maxillary anterior teeth showed two to three times more lingual inclination than the mandibular teeth. The difference in maxillary alveolar bone thickness on the labial and lingual sides was significant in all levels, particularly in the apex. The mandibular alveolar bone thickness on the labial and lingual side was significantly different only in the apex. In conclusion, the alveolar bone thickness on the anterior region was too thin, and the long axis of the maxillary anterior teeth showed more lingual inclination than the alveolar process. Therefore, clinicians need to be a detailed assessment of the labial alveolar bone for dental implant placement.
Alveolar Process
;
Axis, Cervical Vertebra
;
Cadaver
;
Dental Implants
;
Esthetics
;
Female
;
Head
;
Humans
;
Male
;
Maxilla
;
Tooth
7.Angulation between Long Axis of Anterior Teeth and Alveolar Process, and Thickness of Alveolar Bone.
Sun Kyoung YU ; Heeju KIM ; Myoung Hwa LEE ; Seog KIM ; Heung Joong KIM
Korean Journal of Physical Anthropology 2012;25(1):23-30
The main aim of dental implant placement on the anterior region is to recover the function and esthetics. Therefore, this study examined the angulation between the long axis of the anterior teeth and the alveolar process, and thickness of the alveolar bone on the anterior region. Twenty-five cadaver heads (18 maxillae and 23 mandibles) were examined (16 male and 9 female, mean: 56.7 years). The angulation between the long axis of the anterior teeth and the alveolar process was measured, and the alveolar bone thickness was measured in the three levels (crest; C, middle; M, apex; A) on the labial and lingual sides. All data was analyzed statistically using one-way ANOVA. The maxillary anterior teeth showed two to three times more lingual inclination than the mandibular teeth. The difference in maxillary alveolar bone thickness on the labial and lingual sides was significant in all levels, particularly in the apex. The mandibular alveolar bone thickness on the labial and lingual side was significantly different only in the apex. In conclusion, the alveolar bone thickness on the anterior region was too thin, and the long axis of the maxillary anterior teeth showed more lingual inclination than the alveolar process. Therefore, clinicians need to be a detailed assessment of the labial alveolar bone for dental implant placement.
Alveolar Process
;
Axis, Cervical Vertebra
;
Cadaver
;
Dental Implants
;
Esthetics
;
Female
;
Head
;
Humans
;
Male
;
Maxilla
;
Tooth
8.Should Let Them Go? Study on the Emergency Department Discharge of Patients Who Attempted Suicide.
Heejun SHIN ; Ho Jung KIM ; Shingyeom KIM ; Sunjin CHOI ; Heeju OH ; Bora LEE
Psychiatry Investigation 2018;15(6):638-648
OBJECTIVE: The purpose of this study was to analyze the characteristics and factors of voluntary discharged patients after suicide attempt and analyze the effectiveness of follow-up measures. METHODS: Total 504 adult patients aged 14 years and over, who visited a local emergency medical center from September 1, 2013 to December 31, 2015 were enrolled and retrospectively reviewed. We analyzed the relationship with voluntary discharge group (VDG) among basic characteristics, suicidal attempt variables, outcome variables related to suicide attempts, and treatment related variables comparing with normal discharge group (NDG). RESULTS: Of the total 504 suicide attempts, three hundred eleven (61.7%) patients were VDG and 193 (38.2%) were NDG. The proportion of patients who completed the community service linkage were 18.7% (36/193) in NDG, compared with 7.7% (24/311) in VDG (p < 0.05). In addition, the ratio of the patients who visited psychiatric outpatient department in NDG were 57.0% (110/193), more than four times as likely as 14.5% (45/311) in VDG (p < 0.05). CONCLUSION: Over sixty percent of suicide attempters discharged against medical advice. Further various aspects of national supportive measures including strengthening case management service should be considered.
Adult
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Case Management
;
Emergencies*
;
Emergency Service, Hospital*
;
Follow-Up Studies
;
Humans
;
Linear Energy Transfer*
;
Outpatients
;
Retrospective Studies
;
Social Welfare
;
Suicide
;
Suicide, Attempted*
9.The Effect of the Shift Work on Drinking and the Mediating Effect of Sleep
Heeju JEONG ; Ji-Sook KONG ; Mi Kyung KIM ; Seok Hyeon KIM
Korean Journal of Psychosomatic Medicine 2021;29(2):111-120
Objectives:
:Shift work has been known to cause various health problems by making it difficult for humans to adapt to their natural circadian rhythms. In particular, shift workers tend to complain of sleep difficulties associated with work schedules, and sometimes use alcohol as a self-medication to induce sleep. To date, no clear mechanism has been identified regarding the link between shift work and sleep, between shift work and drinking. This study aims to confirm the relationship between shift work and sleep, and to analyze whether the change in sleep caused by shift work causes drinking.
Methods:
:This study included 11360 people (5704 men and 5656 women) among the Korean National Health and Nutrition Survey data in 2014, 2016 and 2018. The work type between 6am-6pm was defined as day work, and other work types were defined as shift work. Using logistic regression analysis, the relationship between shift work and sleep quality, shift work and high risk drinking, drinking amount at 1 time, drinking frequency were an-alyzed. In addition, we analyzed whether sleep mediates the relationship between shift work and drinking using mediated analysis.
Results:
:Shift work showed a significant negative relationship with sleep quality in men and women (male OR=1.37, 95% CI 1.11-1.70, female OR=1.26, 95% CI=1.05-1.50). There was no significant relationship be-tween shift work and alcohol in the case of men, but in the case of women, there was a significant positive relation-ship between shift work and the number of alcohol consumption (OR=1.34, 95% CI=1.04-1.72). When mediation analysis was conducted, it was found that women's sleep quality partially mediated the relationship between shift work and the frequency of drinking.
Conclusions
:The results of this study suggest that shift work causes sleep difficulties, and in the case of women, drinking can be induced through the partial mediating effect of sleep. Considering that women are more likely to choose drinking as a coping method for sleep problems, more active interventions for female shift workers are needed.
10.Clinical validation of the 2017 international consensus guidelines on intraductal papillary mucinous neoplasm of the pancreas
Jae Seung KANG ; Taesung PARK ; Youngmin HAN ; Seungyeon LEE ; Heeju LIM ; Hyeongseok KIM ; Se Hyung KIM ; Wooil KWON ; Sun Whe KIM ; Jin Young JANG
Annals of Surgical Treatment and Research 2019;97(2):58-64
PURPOSE: The 2017 international consensus guidelines (ICG) for intraductal papillary mucinous neoplasm (IPMN) of the pancreas were recently released. Important changes included the addition of worrisome features such as elevated serum CA 19-9 and rapid cyst growth (>5 mm over 2 years). We aimed to clinically validate the 2017 ICG and compare the diagnostic performance between the 2017 and 2012 ICG. METHODS: This was a retrospective cohort study. During January 2000–January 2017, patients who underwent complete surgical resection and had pathologic confirmation of branch-duct or mixed-type IPMN were included. To evaluate diagnostic performance, the areas under the receiver operating curves (AUCs) were evaluated. RESULTS: A total of 448 patients were included. The presence of mural nodule (hazard ratio [HR], 9.12; 95% confidence interval [CI], 4.60–18.09; P = 0.001), main pancreatic duct dilatation (>5 mm) (HR, 5.32; 95% CI, 2.67–10.60; P = 0.001), thickened cystic wall (HR, 3.40; 95% CI, 1.51–7.63; P = 0.003), and elevated CA 19-9 level (>37 unit/mL) (HR, 5.25; 95% CI, 2.05–13.42; P = 0.001) were significantly associated with malignant IPMN. Malignant lesions showed a cyst growth rate >5 mm over 2 years more frequently than benign lesions (60.9% vs. 29.7%, P = 0.012). The AUC was higher for the 2017 ICG than the 2012 ICG (0.784 vs. 0.746). CONCLUSION: The new 2017 ICG for IPMN is clinically valid, with a superior diagnostic performance to the 2012 ICG. The inclusion of elevated serum CA 19-9 level and cyst growth rate to the 2017 ICG is appropriate.
Area Under Curve
;
Carcinoma, Pancreatic Ductal
;
Cohort Studies
;
Consensus
;
Dilatation
;
Humans
;
Mucins
;
Pancreas
;
Pancreatic Ducts
;
Retrospective Studies