A Study on the Effects of a Jeollabuk-do Suicide Prevention Training Program for Professional Gatekeeper Instructors / 신경정신의학

Objectives@#This study aimed to evaluate the effectiveness of the Jeollabuk-do Suicide Prevention Training Program for professional gatekeeper instructors, using psychological questionnaires. @*Methods@#Eighty-three participants were recruited from mental health centers and relevant organizations in Jeollabuk-do. All the participants were randomly assigned to either an experimental group (n=41), where they took part in the suicide prevention training program developed by Jeollabuk-do for professional gatekeeper instructors, or a control group (n=42), receiving no treatment. Four participants from the control group dropped out, and the final participants for each group were 41 and 38. We analyzed the changes in the two groups, before and after the program, using the Korean Suicide Literacy Scale, Counselors’ Professional Scale for Self-injury Behaviors, Attitudes towards the Suicide Scale, and Help-Giving. @*Results@#Participants in the experimental group exhibited a significant improvement in their knowledge of suicide prevention and their attitude toward suicide compared to those in the control group. @*Conclusion@#This study suggests that the Jeollabuk-do Suicide Prevention Training Program for professional gatekeeper instructors may serve as an effective means of improving the participant’s knowledge of suicide prevention and changing the attitude towards suicide, and may fulfill its purpose of preventing suicides.

The Korean Version of Pandemic Stress Questionnaire: Validation in Korean Population

Objective@#The spread of Coronavirus disease 2019 (COVID-19) has acted as a significant stressor among individuals, causing a variety of psychological problems. The purpose of this study is to determine the level of stress caused by COVID-19 by translating and validating the Pandemic Stress Questionnaire (PSQ) in Korean, which measures stressful event caused by COVID-19. @*Methods@#A statistical analysis was performed on 167 participants. The scale’s internal consistency was verified using Cronbach’s α. Furthermore, a correlation analysis was carried out to examine the relationships between Perceived Stress Scale, Patient Health Questionnaire-9, Generalized Anxiety Disorder Questionnaire-7, Patient Health Questionnaire-15, and World Health Organization Quality of Life Assessment Instrument Brief Form. Lastly, a multiple regression analysis was performed to determine the effect of pandemic-related stressful events on depression, anxiety, and somatic symptoms. @*Results@#Cronbach’s α for Korean version of PSQ (K-PSQ) Severity was 0.79, and that for K-PSQ Event was 0.78. The results of the multiple regression analysis revealed that pandemic stress events have an effect on anxiety and somatic symptoms. @*Conclusion@#The K-PSQ is a tool in which individuals can simultaneously measure the occurrence of stressful events caused by COVID-19 and the severity of stress that is often experienced as a result. It is expected that this tool will be useful in the mental health field for measuring COVID-19-related stress.

Effects of Psychosocial Interventions for Patients with Breast Cancer:A Meta-analysis

Objective@#This study involved a meta-analysis of South Korean studies regarding psychosocial interventions for patients with breast cancer to provide basic data to support the development of an integrated healthcare service model. @*Methods@#Randomized controlled studies with a pretest-posttest design were selected, and those presenting means, standard deviations, and standardized mean differences were included. For quality evaluation and heterogeneity testing, the Jadad scale and the Q-value and I 2 were used. To estimate the effect size of each study, Hedge’s g was used. Publication bias was analyzed with the Funnel plot and Egger’s regression test. @*Results@#Of the 28 studies selected for the, meta-analysis was performed on eight. The total number of datasets included in the meta-analysis was 33. The evaluation based on the Jadad scale revealed no significant inter-rater variation (p = 0.35). The mean number of sessions was 7.93 and the mean intervention time was 13.2 hours. The interventions were mostly administered in a group structure (94%) and, regarding the type, they were categorized as integrated (36.4%), cognitive (30.3%), and meditation (24.2%). The mean effect size was 1.21 against no treatment group. @*Conclusion@#The analyzed studies showed heterogeneity, with a corresponding asymmetry found on the Funnel plot. Despite the heterogeneity and publication bias, the mean effect size was significantly large. Cognitive interventions, meditation, and psychological education programs are expected to assist in reducing negative emotions and enhancing quality of life in patients with breast cancer.

Psychometric Properties of the Korean Version of Functioning Assessment Short Test in Bipolar Disorder

Objective@#The Functioning Assessment Short Test (FAST) is a relatively specific test for bipolar disorders designed to assess the main functioning problems experienced by patients. This brief instrument includes 24 items assessing impairment or disability in 6 domains of functioning: autonomy, occupational functioning, cognitive functioning, financial issues, interpersonal relationships, and leisure time. It has already been translated into standardized versions in several languages. The aim of this study is to measure the validity and reliability of the Korean version of FAST (K-FAST). @*Methods@#A total of 209 bipolar disorder patients were recruited from 14 centers in Korea. K-FAST, Young Mania Rating Scale (YMRS), Bipolar Depression Rating Scale (BDRS), Global Assessment of Functioning (GAF) and the World Health Organization Quality of Life Assessment Instrument Brief Form (WHOQOL-BREF) were administered, and psychometric analysis of the K-FAST was conducted. @*Results@#The internal consistency (Cronbach’s alpha) of the K-FAST was 0.95. Test-retest reliability analysis showed a strong correlation between the two measures assessed at a 1-week interval (ICC = 0.97; p ＜ 0.001). The K-FAST exhibited significant correlations with GAF (r = −0.771), WHOQOL-BREF (r = −0.326), YMRS (r = 0.509) and BDRS (r = 0.598). A strong negative correlation with GAF pointed to a reasonable degree of concurrent validity. Although the exploratory factor analysis showed four factors, the confirmatory factor analysis of questionnaires had a good fit for a six factors model (CFI = 0.925; TLI = 0.912; RMSEA = 0.078). @*Conclusion@#The K-FAST has good psychometric properties, good internal consistency, and can be applicable and acceptable to the Korean context.

Case of Decreased Serum Valproic Acid Concentration During Concomitant Use of Meropenem in Patients with Traumatic Brain Injury / 우울ㆍ조울병

Blood valproic acid levels were decreased in patients with traumatic brain injury who had been using valproic acid to control irritability and aggression, and the symptoms worsened coincident with the administration of meropenem, a carbapenem-based antibiotic. Two weeks after the discontinuation of meropenem, valproic acid levels were restored to an effective therapeutic concentration. Therefore, when valproic acid and carbapenem-based antibiotics are used together, blood valproic acid levels may decrease due to drug interaction, and irritability symptoms may worsen. Thus, close monitoring of serum valproic acid levels is required.

A Study of Dry Mouth and Gastrointestinal Disorders in Patients Taking Antidepressant / 우울ㆍ조울병

Background@#The purpose of this study was to identify the characteristics of dry mouth and gastrointestinal (GI) disorders in antidepressant patients. @*Methods@#The study included 103 antidepressant-taking patients. Antidepressants were classified according to their mode of action. The GI disorders were investigated using the medical records of the patients. The Patient Health Questionnaire-15 and a questionnaire for assessing dry mouth symptoms were used in this study. @*Results@#The score for “overall discomfort due to dry mouth in daily life” (31.72±33.82), “dry mouth at night or in the morning” (47.86±35.87), and “dry mouth during the day” (39.83±31.67) were slightly higher than “discomfort in chewing or swallowing foods”. According to somatization severity, the mean values were 116.36±113.34 in the mild, 213.18±136.98 in the moderate, and 277.59±201.44 in the severe, the between-group difference was significant (F=10.294, p<0.001). According to the class of antidepressants, the mean score was 180.00±147.5 for vortioxetine, 194.25±169.33 for selective serotonin reuptake inhibitors (SSRIs), 223.61±156.70 for serotonin and norepinephrine reuptake inhibitors (SNRIs), 75.00±57.00 for norepinephrine dopamine reuptake inhibitors (NDRIs), 201.67±174.66 for Nassau, and 116.67±132.03 for agomelatine. A total of 67 (65.0%) patients had at least one GI disorder. @*Conclusion@#The study findings are expected to help increase medication compliance in antidepressant patients by better controlling the side effects experienced by the patients.

Mental Health and Quality of Life for Healthcare Workers in a University Hospital Under COVID-19

Objective@#The aim of this study was to assess the psychosocial characteristics of the employees working at a university hospital and investigated the factors affecting their quality of life (QOL) under COVID-19. @*Methods@#This study enrolled 1,191 healthcare workers from a university hospital, including doctors, nurses, administrative officer and technicians. Besides demographic information, depression, anxiety, somatization, insomnia, resilience, and QOL were assessed. @*Results@#The nurses presented significantly higher scores for anxiety, depression and showed significantly higher insomnia scores and significantly lower resilience scores. The occupations showed significant differences in the QOL and sub-groups, including the overall quality of life and general health (F=4.774, p<0.001), psychological domain (F=6.230, p<0.001), and environment domain (F=5.254, p<0.001). There was a positive correlation between the QOL and resilience (r=0.608, p<0.01). However, depression (r=-0.502, p<0.01), anxiety (r=-0.425, p<0.01), somatization (r=-0.364, p<0.01), and insomnia (r=-0.385, p<0.01) showed negative correlations with the QOL. Resilience was the most important factor influencing the QOL. @*Conclusion@#The results of this study showed that low resilience adversely affected the QOL and the mental health of the healthcare workers, which consequently had a direct effect on the quality of medical care given to patients.

The Willingness of Enduring Drug Side Effects in the Patients of Depressive Disorders: From the Results of Korean Nationwide Patients’ Perspectives Survey Study / 신경정신의학

Objectives@#There has been increased use of medications in treating depressive disorders.Nowadays, patient value is an important part of prescribing medications. This study examines depressive patients’ perspectives on the side effects of medications. @*Methods@#We administered questionnaires nationwide to 364 patients with depressive disorders. Intent or willingness to endure 21 side effects from the Antidepressant Side-Effect Checklist (ASEC) were examined and compared in patients who are less than mildly ill and who are more than moderately ill. @*Results@#In the population, decreased appetite, yawning, increased body temperature, dry mouth, sweating, and constipation are regarded as generally endurable side effects. In contrast, dizziness, light-headedness, nausea or vomiting, headaches, disorientation, problems with urination, and difficulty sleeping are hard to endure. There were differences between patients who are less than mildly ill and those who are more than moderately ill regarding the willingness to endure drowsiness, decreased appetite, sexual dysfunction, palpitations, and weight gain. @*Conclusion@#This nationwide study revealed a general willingness in depressed patients to endure side effects. Sensitive and premeditative discussions of patient value with regard to medications might contribute to finding successful treatments.

The Korean Medication Algorithm Project for Depressive Disorder 2021: Comparisons with Other Treatment Guidelines

The Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) first was published in 2002, and has been revised four times, in 2006, 2012, 2017, and 2021. In this review, we compared recommendations from the recently revised KMAP-DD 2021 to four global clinical practice guidelines (CPGs) for depression published after 2010. The recommendations from the KMAP-DD 2021 were similar to those from other CPGs, although there were some differences. The KMAP-DD 2021 reflected social culture and the healthcare system in Korea and recent evidence about pharmacotherapy for depression, as did other recently published evidence-based guidelines. Despite some intrinsic limitations as an expert consensus-based guideline, the KMAP-DD 2021 can be helpful for Korean psychiatrists making decisions in clinical settings by complementing previously published evidence-based guidelines, especially for some clinical situations lacking evidence from rigorously designed clinical trials.

The Korean Version of Fear of COVID-19 Scale: Psychometric Validation in the Korean Population

Objective@#Coronavirus disease 2019 (COVID-19) has psychological effects such as anxiety and depression as well as direct infection in people. The Fear of COVID-19 scale is a scale that can measure anxiety related to COVID-19 in a short time. The purpose of this study was to verify the reliability and validity the Korean version of Fear of COVID-19 scale (KF-COVID-19S). @*Methods@#The data of total 186 normal adults and 17 patients were finally used for the statistical analysis. For internal consistency, Cronbach’s α was calculated. For concurrent and discriminant validity, the correlations with the Hospital Anxiety and Depression scale (HADS), Patient Health Questionnaire-15 (PHQ-15), World Health Organization Quality of Life Assessment Instrument Brief Form (WHOQOLBREF) were analyzed. For construct validity, exploratory and confirmatory factor analysis were conducted. @*Results@#Cronbach alpha was 0.88. The two-factor model (factor 1: Physical fear, factor 2: Emotional fear) showed significantly positive correlations and appeared to be “good” fitness (CFI=0.906, IFI=0.907, NFI=0.902). @*Conclusion@#The KF-COVID-19S can be a useful scale that can measure the physical and emotional fears associated with COVID-19 in a short time. Because the psychiatric patients are a more vulnerable group to the fear, it is thought that the KF-COVID-19S will help to determine the patient’s level of anxiety and make a therapeutic plan for the underlying mental disorder.

Korean Medication Algorithm Project for Depressive Disorder 2021 (I): Treatment Strategies for Major Depressive Episode / 신경정신의학

Objectives@#The Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) is a consensus-based medication guideline. To reflect advances in pharmacotherapy for depressive disorders, we have undertaken a fourth revision of the KMAP-DD. @*Methods@#The review committee for the new version of the KMAP-DD (KMAP-DD 2021) included 143 Korean psychiatrists with clinical experience in the field of depressive disorders. Each treatment strategy or treatment option was evaluated with an overall score of nine, and the treatment option was categorized into the three levels of recommendation of primary, secondary, and tertiary. @*Results@#The first-line pharmacotherapeutic strategy for mild to moderate major depressive episodes (MDE) was antidepressant (AD) monotherapy. For severe MDE without psychotic features, AD monotherapy or the combination of AD and atypical antipsychotics (AAP) was the first-line strategy. The combination of AD and AAP was recommended as the first-line for the MDE with psychotic features as well. When treatment response to initial AD monotherapy was insufficient, a combination of AAP or another AD was recommended. In the case of unsatisfactory response to initial treatment with an AD and AAP combination, switching to another AAP or adding another AD was recommended. @*Conclusion@#Generally, there were no significant changes in the recommendations for MDE management in the KMAP-DD 2021 compared to previous versions. However, it was notable that the preference for the use of AAP and AD with the novel mechanism of action including vortioxetine and agomelatine increased.

Korean Medication Algorithm Project for Depressive Disorder 2021 (II): The Subtypes of Depression / 신경정신의학

Objectives@#The Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) was developed in 2002 and revised in 2006, 2012, 2017. In 2021, the fifth edition was published.This edition reflected new findings and the latest trends in the areas of pharmacological treatment. The aim of this study is to present strategies and treatment options according to the subtype of depression using data from the KMAP-DD-2021. @*Methods@#Ninety-seven psychiatrists with clinical experience in depressive disorder were selected. The questionnaires for KMAP-DD 2021 were sent to participants via mail. KMAP-DD 2021 consists of overall treatment strategies and treatment options under specific circumstances.Each treatment strategy or treatment option was evaluated with an overall score of nine and was divided into the three phases of recommendation that include primary, secondary, and tertiary. @*Results@#For persisting depressive disorder, antidepressant monotherapy including selective serotonin reuptake inhibitor (SSRI) (escitalopram, fluoxetine, sertraline, paroxetine), serotoninnorepinephrine reuptake inhibitor (SNRI) (desvenlafaxine, venlafaxine, duloxetine, milnacipran), vortioxetine, and mirtazapine, was recommended as first-line medications. For melancholia of major depressive disorder, SSRI, SNRI, vortioxetine, and mirtazapine also were recommended as first-line medications. For mixed features, SSRI, bupropion, mirtazapine, SNRI, except for duloxetine, and milnacipran were recommended as first-line medications. For anxious distress, SSRI, mirtazapine, and SNRI, except milnacipran, were recommended as first-line medications. @*Conclusion@#The preferences of antidepressants by experts differed according to the subtype of depression. These findings suggest that experts treat patients with a major depressive disorder after considering the subtype of depression involved.

Korean Medication Algorithm Project for Depressive Disorder 2021 (III): Child and Adolescent / 신경정신의학

Objectives@#The Korean Medication Algorithm Project for Depressive Disorder 2021 (KMAP-DD 2021) was a revision of previous works. The main purpose of the current study was to amend guidelines for the treatment of a major depressive disorder (MDD) for children and adolescents. @*Methods@#The survey consisted of 21 questionnaires for children and adolescents. A total of 33 of the 46 experts in child and adolescent psychiatry answered the survey. @*Results@#Antidepressant (AD) monotherapy was selected as the 1st line option for MDD with mild to moderate severity. As the 1st line of treatment for MDD severe without psychotic features in children and adolescents, AD monotherapy and AD augmented with atypical antipsychotics (AAP) were recommended. For MDD with psychotic features, AD augmented with AAP was preferred as the 1st line of treatment. @*Conclusion@#We developed an algorithm for child and adolescent populations with depressive disorders, more specifically than the KMAP-DD 2017. We expect this algorithm will provide clinicians useful information and help in the treatment of children and adolescents with depressive disorders.

Early Trauma and Relationships among Recent Stress, Depressive Symptoms, Anxiety Symptoms, and Suicidal Ideation in Korean Women

Background@#Evidence continues to accumulate that the presence or absence of early trauma (ET) implies unique characteristics in the relationships between suicidal ideation and its risk factors. We examined the relationships among recent stress, depressive symptoms, anxiety symptoms, and suicidal ideation in Korean suicidal women with or without such a history. @*Methods@#Using data on suicidal adult females, 217 victims and 134 non-victims of ET, from the Korean Cohort for the Model Predicting a Suicide and Suicide-related Behavior, we performed structural equation modeling to investigate the contribution of recent stress, depressive symptoms, and anxiety symptoms on suicidal ideation within each group according to the presence or absence of a history of ET. @*Results@#Structural equation modeling with anxiety and depressive symptoms as potential mediators showed a good fit. Recent stress had a direct effect on both depressive symptoms and anxiety symptoms in both groups. Only anxiety symptoms for victims of ET (standardized regression weight, 0.281; P = 0.005) and depressive symptoms for non-victims of ET (standardized regression weight, 0.326; P = 0.003) were full mediators that increased suicidal ideation. Thus, stress contributed to suicidal ideation by increasing the level of anxiety and depressive symptoms for victims and non-victims, respectively. @*Conclusion@#Tailored strategies to reduce suicidal ideation should be implemented according to group type, victims or non-victims of ET. Beyond educating suicidal women in stressmanagement techniques, it would be effective to decrease anxiety symptoms for those with a history of ET and decrease depressive symptoms for those without such a history.

The Korean Version of Fear of COVID-19 Scale: Psychometric Validation in the Korean Population

Objective@#Coronavirus disease 2019 (COVID-19) has psychological effects such as anxiety and depression as well as direct infection in people. The Fear of COVID-19 scale is a scale that can measure anxiety related to COVID-19 in a short time. The purpose of this study was to verify the reliability and validity the Korean version of Fear of COVID-19 scale (KF-COVID-19S). @*Methods@#The data of total 186 normal adults and 17 patients were finally used for the statistical analysis. For internal consistency, Cronbach’s α was calculated. For concurrent and discriminant validity, the correlations with the Hospital Anxiety and Depression scale (HADS), Patient Health Questionnaire-15 (PHQ-15), World Health Organization Quality of Life Assessment Instrument Brief Form (WHOQOLBREF) were analyzed. For construct validity, exploratory and confirmatory factor analysis were conducted. @*Results@#Cronbach alpha was 0.88. The two-factor model (factor 1: Physical fear, factor 2: Emotional fear) showed significantly positive correlations and appeared to be “good” fitness (CFI=0.906, IFI=0.907, NFI=0.902). @*Conclusion@#The KF-COVID-19S can be a useful scale that can measure the physical and emotional fears associated with COVID-19 in a short time. Because the psychiatric patients are a more vulnerable group to the fear, it is thought that the KF-COVID-19S will help to determine the patient’s level of anxiety and make a therapeutic plan for the underlying mental disorder.

Korean Medication Algorithm Project for Depressive Disorder 2021 (I): Treatment Strategies for Major Depressive Episode / 신경정신의학

Objectives@#The Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) is a consensus-based medication guideline. To reflect advances in pharmacotherapy for depressive disorders, we have undertaken a fourth revision of the KMAP-DD. @*Methods@#The review committee for the new version of the KMAP-DD (KMAP-DD 2021) included 143 Korean psychiatrists with clinical experience in the field of depressive disorders. Each treatment strategy or treatment option was evaluated with an overall score of nine, and the treatment option was categorized into the three levels of recommendation of primary, secondary, and tertiary. @*Results@#The first-line pharmacotherapeutic strategy for mild to moderate major depressive episodes (MDE) was antidepressant (AD) monotherapy. For severe MDE without psychotic features, AD monotherapy or the combination of AD and atypical antipsychotics (AAP) was the first-line strategy. The combination of AD and AAP was recommended as the first-line for the MDE with psychotic features as well. When treatment response to initial AD monotherapy was insufficient, a combination of AAP or another AD was recommended. In the case of unsatisfactory response to initial treatment with an AD and AAP combination, switching to another AAP or adding another AD was recommended. @*Conclusion@#Generally, there were no significant changes in the recommendations for MDE management in the KMAP-DD 2021 compared to previous versions. However, it was notable that the preference for the use of AAP and AD with the novel mechanism of action including vortioxetine and agomelatine increased.

Korean Medication Algorithm Project for Depressive Disorder 2021 (II): The Subtypes of Depression / 신경정신의학

Objectives@#The Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) was developed in 2002 and revised in 2006, 2012, 2017. In 2021, the fifth edition was published.This edition reflected new findings and the latest trends in the areas of pharmacological treatment. The aim of this study is to present strategies and treatment options according to the subtype of depression using data from the KMAP-DD-2021. @*Methods@#Ninety-seven psychiatrists with clinical experience in depressive disorder were selected. The questionnaires for KMAP-DD 2021 were sent to participants via mail. KMAP-DD 2021 consists of overall treatment strategies and treatment options under specific circumstances.Each treatment strategy or treatment option was evaluated with an overall score of nine and was divided into the three phases of recommendation that include primary, secondary, and tertiary. @*Results@#For persisting depressive disorder, antidepressant monotherapy including selective serotonin reuptake inhibitor (SSRI) (escitalopram, fluoxetine, sertraline, paroxetine), serotoninnorepinephrine reuptake inhibitor (SNRI) (desvenlafaxine, venlafaxine, duloxetine, milnacipran), vortioxetine, and mirtazapine, was recommended as first-line medications. For melancholia of major depressive disorder, SSRI, SNRI, vortioxetine, and mirtazapine also were recommended as first-line medications. For mixed features, SSRI, bupropion, mirtazapine, SNRI, except for duloxetine, and milnacipran were recommended as first-line medications. For anxious distress, SSRI, mirtazapine, and SNRI, except milnacipran, were recommended as first-line medications. @*Conclusion@#The preferences of antidepressants by experts differed according to the subtype of depression. These findings suggest that experts treat patients with a major depressive disorder after considering the subtype of depression involved.

Korean Medication Algorithm Project for Depressive Disorder 2021 (III): Child and Adolescent / 신경정신의학

Objectives@#The Korean Medication Algorithm Project for Depressive Disorder 2021 (KMAP-DD 2021) was a revision of previous works. The main purpose of the current study was to amend guidelines for the treatment of a major depressive disorder (MDD) for children and adolescents. @*Methods@#The survey consisted of 21 questionnaires for children and adolescents. A total of 33 of the 46 experts in child and adolescent psychiatry answered the survey. @*Results@#Antidepressant (AD) monotherapy was selected as the 1st line option for MDD with mild to moderate severity. As the 1st line of treatment for MDD severe without psychotic features in children and adolescents, AD monotherapy and AD augmented with atypical antipsychotics (AAP) were recommended. For MDD with psychotic features, AD augmented with AAP was preferred as the 1st line of treatment. @*Conclusion@#We developed an algorithm for child and adolescent populations with depressive disorders, more specifically than the KMAP-DD 2017. We expect this algorithm will provide clinicians useful information and help in the treatment of children and adolescents with depressive disorders.

Early Trauma and Relationships among Recent Stress, Depressive Symptoms, Anxiety Symptoms, and Suicidal Ideation in Korean Women

Background@#Evidence continues to accumulate that the presence or absence of early trauma (ET) implies unique characteristics in the relationships between suicidal ideation and its risk factors. We examined the relationships among recent stress, depressive symptoms, anxiety symptoms, and suicidal ideation in Korean suicidal women with or without such a history. @*Methods@#Using data on suicidal adult females, 217 victims and 134 non-victims of ET, from the Korean Cohort for the Model Predicting a Suicide and Suicide-related Behavior, we performed structural equation modeling to investigate the contribution of recent stress, depressive symptoms, and anxiety symptoms on suicidal ideation within each group according to the presence or absence of a history of ET. @*Results@#Structural equation modeling with anxiety and depressive symptoms as potential mediators showed a good fit. Recent stress had a direct effect on both depressive symptoms and anxiety symptoms in both groups. Only anxiety symptoms for victims of ET (standardized regression weight, 0.281; P = 0.005) and depressive symptoms for non-victims of ET (standardized regression weight, 0.326; P = 0.003) were full mediators that increased suicidal ideation. Thus, stress contributed to suicidal ideation by increasing the level of anxiety and depressive symptoms for victims and non-victims, respectively. @*Conclusion@#Tailored strategies to reduce suicidal ideation should be implemented according to group type, victims or non-victims of ET. Beyond educating suicidal women in stressmanagement techniques, it would be effective to decrease anxiety symptoms for those with a history of ET and decrease depressive symptoms for those without such a history.

Classification of Adolescent Psychiatric Patients at High Risk of Suicide Using the Personality Assessment Inventory by Machine Learning

Objective@#There are growing interests on suicide risk screening in clinical settings and classifying high-risk groups of suicide with suicidal ideation is crucial for a more effective suicide preventive intervention. Previous statistical techniques were limited because they tried to predict suicide risk using a simple algorithm. Machine learning differs from the traditional statistical techniques in that it generates the most optimal algorithm from various predictors. @*Methods@#We aim to analyze the Personality Assessment Inventory (PAI) profiles of child and adolescent patients who received outpatient psychiatric care using machine learning techniques, such as logistic regression (LR), random forest (RF), artificial neural network (ANN), support vector machine (SVM), and extreme gradient boosting (XGB), to develop and validate a classification model for individuals with high suicide risk. @*Results@#We developed prediction models using seven relevant features calculated by Boruta algorithm and subsequently tested all models using the testing dataset. The area under the ROC curve of these models were above 0.9 and the RF model exhibited the best performance. @*Conclusion@#Suicide must be assessed based on multiple aspects, and although Personality Assessment Inventory for Adolescent assess an array of domains, further research is needed for predicting high suicide risk groups.