OBJECTIVES: We propose a multimodal model integrating social media text and image data for automated assessment of psychological stress in college students to support the development of intelligent mental health services in higher education institutions. METHODS: Based on deep learning technology, we designed an evaluation framework comprising a text sentiment modeling module, an image sentiment modeling module, and a multimodal fusion prediction module. Text sentiment features were extracted using Bi-LSTM, and image semantic cues were extracted via U-Net. A feature concatenation strategy was used to enable cross-modal semantic collaboration to achieve automatic identification of 3 psychological stress levels: mild, moderate, and severe. We constructed a multimodal annotated dataset using social platform data from 1577 students across multiple universities in Guangdong Province. After data cleaning, 252 samples were randomly selected for model training and testing. RESULTS: In the 3-classification task, the model demonstrated outstanding performance on the test set, and achieved an accuracy of 92.86% and an F1 score of 0.9276, exhibiting excellent stability and consistency. Confusion matrix analysis further revealed the model's ability to effectively distinguish between different pressure levels. CONCLUSIONS The multimodal psychological stress assessment model developed in this study effectively integrates unstructured social behavior data to enhance the scientific rigor and practical applicability of psychological state recognition, and thus provides support for developing intelligent psychological service systems.
Humans ; Stress, Psychological/diagnosis* ; Students/psychology* ; Universities ; Social Media ; Deep Learning

OBJECTIVES: To understand the psychological status of the staff in a general hospital during the coronavirus disease 2019 and its influential factors, and to provide references for the mental health services to hospital staff. METHODS: Using star platform of questionnaire, the staff in the general hospital were investigated via Depression, Anxiety, Stress Scale (DASS-21), Social Support Rating Scale (SSRS) and Simplified Coping Style Questionnaire (SCSQ). The influential factors were discussed by descriptive analysis, rank sum test, single factor analysis, correlation analysis and multiple factors binary logistic regression analysis. RESULTS: A total of 2 060 valid questionnaires were collected. The negative emotions of nurses and cleaners were the most obvious. The depression scores, anxiety scores and stress scores for nurses and cleaners were 5.06±7.47, 6.36±7.84, 9.75±8.65, and 6.72±8.84, 4.51±6.56, 9.69±9.56, respectively. Multivariate binary logistic regression analysis showed that staff types, education levels, job status, economic situation and concerns on the supplies of protective goods were the main influential factors for depression; staff types, contacting status with infected patients, economic situation, concerns on the supplies of protective goods, history of disease were the main influential factors for anxiety; contacting status with infected patients, economic situation, concerns on the supplies of protective goods were the main influential factors for stress. CONCLUSIONS There are differences in psychological characteristics among different groups of staff in the general hospital under the outbreak. Thus psychological protection and intervention measures should be formulated according to different groups and work status.
Adaptation, Psychological ; Anxiety ; diagnosis ; Betacoronavirus ; China ; Coronavirus Infections ; psychology ; Cross-Sectional Studies ; Depression ; diagnosis ; Disease Outbreaks ; Hospitals, General ; Humans ; Pandemics ; Personnel, Hospital ; psychology ; Pneumonia, Viral ; psychology ; Stress, Psychological ; Surveys and Questionnaires

BACKGROUND: The aim of this study was to investigate the clinical characteristics of complex regional pain syndrome (CRPS) in young male patients in South Korea, especially focusing on the association with military service. METHODS: From January 2007 to May 2017, we investigated the electronic medical records of 430 consecutive patients, aged 18 to 30 years, who visited Seoul National University Hospital Pain Center, with a suspected diagnosis of CRPS at the initial visit. The following patient details were available for analysis: demographic and disease-related variables, relevance to military service, medications, and the treatment modalities received. RESULTS: Out of 430 patients, 245 (57.0%) were diagnosed with CRPS, of which, 200 were male patients and 45 were female patients. Of the male patients, 95 (47.5%) developed CRPS during military service. CRPS during military service was more likely to result from sprain/strain, and the incidence of CRPS was significantly higher in the lower extremities in patients from the military service group than in those from the non-military service group. During the follow-up period, 37.9% of male CRPS patients (n = 61/161) were treated successfully. Patients with moderate to severe initial pain intensity, and diagnosed during their military service, showed better outcomes. CONCLUSIONS: Our results demonstrated that manifestation of CRPS in the young Korean population was more common in male and among those male CRPS patients, about half the cases developed during the military service period.
Chronic Pain ; Diagnosis ; Electronic Health Records ; Epidemiology ; Female ; Follow-Up Studies ; Humans ; Incidence ; Korea ; Lower Extremity ; Male ; Military Medicine ; Military Personnel ; Neuralgia ; Pain Clinics ; Retrospective Studies ; Seoul ; Stress, Psychological

OBJECTIVE: To investigate the association of genetic polymorphisms of norepinephrine metabolizing enzymes with postpartum depression and analyze the risk factors for postpartum depression in women following cesarean section. METHODS: A total of 591 Chinese woman of Han Nationality undergoing caesarean section were enrolled in this study. The diagnosis of postpartum depression was established for an Edinburgh Postnatal Depression Scale (EPDS) score ≥9. For all the women without antepartum depression, the genotypes of catechol-O-methyltransferase (COMT; at 5 sites including rs2020917 and rs737865) and monoamine oxidase A (rs6323) were determined using Sequenom Mass Array single nucleotide polymorphism (SNP) analysis. We analyzed the contribution of the genetic factors (SNPs, linkage disequilibrium and haplotype) to postpartum depression and performed logistic regression analysis to identify all the potential risk factors for postpartum depression and define the interactions between the genetic and environmental factors. RESULTS: The incidence of postpartum depression was 18.1% in this cohort. Univariate analysis suggested that COMT polymorphism at rs2020917 (TT genotype) and rs737865 (GG genotype) were significantly correlated with the occurrence of postpartum depression ( < 0.05). Logistic regression analysis showed that COMT polymorphism at rs2020917 (TT genotype) and rs737865 (GG genotype), severe stress during pregnancy, and domestic violence were the risk factors for postpartum depression ( < 0.05); no obvious interaction was found between the genetic polymorphisms and the environmental factors in the occurrence of postpartum depression. CONCLUSIONS The rs2020917TT and rs737865GG genotypes of COMT, stress in pregnancy, and domestic violence are the risk factors for postpartum depression.
Catechol O-Methyltransferase ; genetics ; Cesarean Section ; adverse effects ; Depression, Postpartum ; diagnosis ; enzymology ; genetics ; Domestic Violence ; psychology ; Female ; Gene-Environment Interaction ; Genotype ; Haplotypes ; Humans ; Linkage Disequilibrium ; Monoamine Oxidase ; genetics ; Norepinephrine ; metabolism ; Polymorphism, Single Nucleotide ; Postoperative Complications ; diagnosis ; enzymology ; genetics ; Pregnancy ; Pregnancy Complications ; etiology ; psychology ; Risk Factors ; Stress, Psychological

PURPOSE: This study aimed to investigate sex differences in the effect of body mass index (BMI) and stress on high-risk diabetes mellitus (DM). METHODS: Secondary analysis of data from 4,271 male and female adults participating in the Sixth Korea National Health and Nutrition Examination Survey 2015 was performed. The participants were evaluated using questionnaires and blood tests. Data were analyzed using descriptive statistics, t-test, χ2-test, and multiple logistic regression analysis (SPSS 24.0). RESULTS: To identify sexspecific effects, interaction variables were included. Hemoglobin A1c (HbA1c) level was higher in men than in women, and the risk of DM decreased 0.31 times in women compared to that in men. As age increased, the odds of risk DM increased 1.03. The risk of DM increased 1.99 times in overweight individuals and 2.79 times for obese individuals compared to that in individuals with normal weight. Stress levels were higher in women than in men, but stress is not an influential factor in high-risk DM. In age-sex interaction, the odds of risk DM increased 1.02 in women compared to that in men as age increased. CONCLUSION: HbA1c level was affected by age-sex interaction, and age and sex should be considered in the application of HbA1c in the diagnosis of DM.
Adult ; Body Mass Index ; Diabetes Mellitus ; Diagnosis ; Female ; Hematologic Tests ; Humans ; Korea ; Logistic Models ; Male ; Nutrition Surveys ; Overweight ; Sex Characteristics ; Stress, Psychological

Takotsubo syndrome, also known as stress-induced cardiomyopathy, is a transient cardiac syndrome that mimics acute coronary syndrome. This condition should be suspected if the patient presents with chest pain after intense emotional stress, accompanied by an abnormal electrocardiogram, elevated levels of myocardial enzymes, and left ventricular apical akinesia on echocardiography. Coronary angiography should be performed for prompt differentiation from ischemic heart disease. A 77-year-old female presented with traumatic multiple fractures of the left sixth and seventh ribs resulting from a violent strike. Clinical findings of physical examination, laboratory tests, electrocardiogram, and coronary angiography provided the diagnosis of Takotsubo syndrome. We performed conservative management including pain control, and the patient was uneventfully discharged seven days after admission.
Acute Coronary Syndrome ; Aged ; Cardiomyopathies ; Chest Pain ; Coronary Angiography ; Diagnosis ; Echocardiography ; Electrocardiography ; Female ; Fractures, Multiple ; Humans ; Myocardial Ischemia ; Physical Examination ; Rib Fractures* ; Ribs* ; Stress, Psychological ; Strikes, Employee ; Takotsubo Cardiomyopathy*

PURPOSE: The purpose of this study was to construct an acceptance-commitment therapy (ACT)-based stress management program for inpatients with schizophrenia and to examine its effects on hospitalization stress, self-efficacy, and psychological well-being. METHODS: A non-equivalent control group pretest-posttest design was used. Participants were 44 inpatients with a diagnosis of schizophrenia. The experimental group (n=22) received the ACT-based stress management program twice a week for a total of four weeks. The control group (n=22) received the usual care from their primary health care providers. The study was carried out from August 7 to September 1, 2017, and data were analyzed using IBM SPSS/WIN 22.0 with a Chi-square test, Fisher's exact test, and an independent t-test. RESULTS: The experimental group showed a significant decrease in hospitalization stress (t=5.09, p < .001) and an increase in self-efficacy (t=2.44, p=.019). However, there was no significant difference in psychological well-being between the two groups (t=0.13, p=.894). CONCLUSION: The results of this study suggest that the ACT-based stress management program can be used as an effective mental health nursing intervention for hospitalization stress and self-efficacy for inpatients with schizophrenia.
Acceptance and Commitment Therapy ; Diagnosis ; Hospitalization* ; Humans ; Inpatients* ; Primary Health Care ; Psychiatric Nursing ; Schizophrenia* ; Self Efficacy ; Stress, Psychological

PURPOSE: Psychological distress is a significant and ongoing problem for breast cancer. These mental health problems are often neglected as they are not always properly understood. This study was performed to explore the trajectory of psychological distress over 1 year since breast cancer surgery and to identify the associated factors for the trajectory. METHODS: One hundred seventeen women who underwent surgery for breast cancer completed the psychological distress thermometer and problem lists from after surgery to 12 months after surgery. Information on their sociodemographic and clinical characteristics was also obtained. Group-based trajectory modeling was performed to identify the distinct trajectories of psychological distress. Chisquare test and logistic regression analysis were performed to determine predictors of psychological distress trajectories. RESULTS: two-group linear trajectory model was optimal for modeling psychological distress (Bayesian information criterion = −777.41). Group-based trajectory modeling identified consistently high-distress (19.4%) and low-decreasing distress (80.6%) trajectories. Old age, depression, nervousness, and pain were significant predictors of consistently high-distress trajectory. CONCLUSION: Our results indicate that distinct trajectory groups can be used as a screening tool to identify patients who may be at an increased risk of psychological distress over time. Screening for psychological distress during disease diagnosis is important and necessary to identify patients who are at an increased risk of elevated distress or at risk of experiencing psychological distress over time.
Anxiety ; Breast Neoplasms* ; Breast* ; Depression ; Diagnosis* ; Female ; Humans ; Logistic Models ; Mass Screening ; Mental Health ; Stress, Psychological ; Thermometers

BACKGROUND: Although stress-induced cardiomyopathy (SCMP) is reported to be more common in women, little is known about gender differences in patients with SCMP. The aim of the study was to describe clinical features of patients with SCMP according to gender. METHODS: One hundred and three patients diagnosed with definite SCMP at a single tertiary institute from January 1997 to August 2014 were enrolled. SCMP was more common in women than in men. RESULTS: Age at presentation was not significantly different between the two groups (p = 0.758). Preceding physical stress, especially acute medical illness, was more common in male patients (p = 0.014), whereas emotional stress was more common in female patients (p = 0.016). Severity of medical illness classified by the Acute Physiology and Chronic Health Evaluation (APACHE) II score at the time of SCMP diagnosis was not significantly different between men and women (p = 0.752). Clinical characteristics, including symptoms, laboratory and electrocardiographic findings, were similar. However, pump failure was more severe in men (p = 0.024). Clinical outcomes were not statistically different (p = 0.220). Preceding physical stress and lower left ventricular systolic function after 2 months were independent risk factors for all-cause mortality for both genders. Women with an APACHE II score ≥ 15 and men with reduced left ventricular ejection fraction after 2 months had a greater risk of poor prognosis. CONCLUSION: SCMP was more common in female patients. Female patients more commonly experienced preceding emotional stress, whereas physical stress was more common in male patients. Systolic dysfunction was more severe in men. Long-term clinical outcomes appeared to be similar between men and women.
APACHE ; Cardiomyopathies* ; Diagnosis ; Electrocardiography ; Female ; Humans ; Male ; Mortality ; Prognosis ; Risk Factors ; Stress, Psychological ; Stroke Volume

INTRODUCTIONThe Diabetes Health Profile-18 (DHP-18) measures diabetes-related psychological well-being in patients with type 2 diabetes mellitus (T2DM). It includes 3 subscales: psychological distress (PD), barriers to activity and disinhibited eating. The psychometric properties of the DHP have not been evaluated in Asia. The aim of this study was to determine the psychometric properties of the DHP in multiethnic Singapore.

MATERIALS AND METHODSPatients between the ages of 18 to 65 diagnosed with diabetes (either type 1 or type 2) for at least 1 year were recruited from a diabetes outpatient clinic in a tertiary hospital. They completed a set of self-administered questionnaires including sociodemographic information and the DHP. Validity of the DHP was evaluated using confirmatory factor analysis (CFA) and exploratory factor analysis (EFA). Reliability was assessed with internal consistency and sensitivity was determined by effect size, associated with detecting a statistically significant and clinically important difference between various patient subgroups.

RESULTSA total of 204 patients with mean age 45.4 (11.9) years, comprising 64% males and 50% Chinese, 27% Indian and 12% Malay were studied. In CFA, model fit was poor. Forced 3-factor EFA supported the original 3-factor structure of the DHP. Convergent and discriminant validity was demonstrated (100% scaling success). DHP was sensitive across majority of social demographic, clinical and social-functioning determinants (i.e., effect size >0.3). Cronbach's alpha exceeded 0.70 for all subscales. Ceiling effects were negligible but large floor effects were seen for the PD subscale (23%).

CONCLUSIONThe DHP is valid, reliable and sensitive for measuring well-being in Asian patients with T2DM.

Adolescent ; Adult ; Aged ; Diabetes Mellitus, Type 1 ; psychology ; Diabetes Mellitus, Type 2 ; psychology ; Emotional Adjustment ; Ethnic Groups ; psychology ; statistics & numerical data ; Factor Analysis, Statistical ; Feeding Behavior ; psychology ; Female ; Humans ; Male ; Middle Aged ; Psychological Tests ; Psychometrics ; Reproducibility of Results ; Sensitivity and Specificity ; Singapore ; Stress, Psychological ; diagnosis ; etiology ; psychology ; Surveys and Questionnaires ; Young Adult