Displaying publications 1 - 20 of 31 in total

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  1. Isa MR, Moy FM, Abdul Razack AH, Zainuddin ZM, Zainal NZ
    Asian Pac J Cancer Prev, 2013;14(4):2237-42.
    PMID: 23725119
    BACKGROUND: The aim of this study was to determine the impact of applied progressive muscle relaxation training on the levels of depression, anxiety and stress among prostate cancer patients.

    MATERIALS AND METHODS: A quasi-experimental study was conducted at the University Malaya Medical Centre (UMMC) and Universiti Kebangsaan Malaysia Medical Centre (UKMMC) over six months. Prostate cancer patients from UMMC received the intervention and patients from UKMMC were taken as controls. The level of depression, anxiety and stress were measured using Depression, Anxiety Stress Scales - 21 (DASS-21).

    RESULTS: A total of 77 patients from the UMMC and 78 patients from the UKMMC participated. At the end of the study, 90.9% and 87.2% of patients from the UMMC and UKMMC groups completed the study respectively. There were significant improvements in anxiety (p<0.001, partial ?2=0.198) and stress (p<0.001, partial ?2=0.103) at the end of the study in those receiving muscle training. However, there was no improvement in depression (p=0.956).

    CONCLUSIONS: The improvement in anxiety and stress showed the potential of APMRT in the management of prostate cancer patients. Future studies should be carried out over a longer duration to provide stronger evidence for the introduction of relaxation therapy among prostate cancer patients as a coping strategy to improve their anxiety and stress.

    Matched MeSH terms: Anxiety/diagnosis
  2. Esa R, Hashim NA, Ayob Y, Yusof ZY
    BMC Oral Health, 2015 Mar 10;15:28.
    PMID: 25886943 DOI: 10.1186/s12903-015-0013-y
    BACKGROUND: To evaluate the psychometric properties of the faces version of the Modified Child Dental Anxiety Scale (MCDASf) Malay version in 5-6 and 9-12 year-old children.
    METHODS: The MCDASf was cross culturally adapted from English into Malay. The Malay version was tested for reliability and validity in 3 studies. In the Study 1, to determine test-retest reliability of MCDASf scale, 166 preschool children aged 5-6 years were asked to rank orders five cartoons faces depicting emotions from 'very happy' to 'very sad' faces on two separate occasions 3 weeks apart. A total of 87 other 5-6 year-old children completed the Malay-MCDASf on two separate occasions 3 weeks apart to determine test-retest reliability for Study 2. In study 3, 239 schoolchildren aged 9-12 years completed the Malay-MCDASf and the Malay-Dental Subscale of the Children Fear Survey Schedule (CFSS-DS) at the same sitting to determine the criterion and construct validity.
    RESULTS: In study 1, Kendall W test showed a high degree of concordance in ranking the cartoon faces picture cards on each of the 2 occasions (time 1, W = 0.955 and time 2, W = 0.954). The Malay-MCDASf demonstrated moderate test-retest reliability (Intraclass correlation coefficient = 0.63, p <0.001) and acceptable internal consistency for all the 6 items (Cronbach's alpha = 0.77) and 8 items (Cronbach's alpha = 0.73). The highest MCDASf scores were observed for the items 'injection in the gum' and 'tooth taken out' for both age groups. The MCDASf significantly correlated with the CFSS-DS (Pearson r = 0.67, p < 0.001).
    CONCLUSIONS: These psychometric findings support for the inclusion of a cartoon faces rating scale to assess child dental anxiety and the Malay-MCDASf is a reliable and valid measure of dental anxiety in 5-12 year-old children.
    Matched MeSH terms: Dental Anxiety/diagnosis*
  3. Yusoff N, Low WY, Yip CH
    Asian Pac J Cancer Prev, 2011;12(4):915-7.
    PMID: 21790225
    The main objective of this paper is to examine the psychometric properties of the Malay Version of the Hospital Anxiety and Depression Scale (HADS), tested on 67 husbands of the women who were diagnosed with breast cancer. The eligible husbands were retrieved from the Clinical Oncology Clinic at three hospitals in Kuala Lumpur, Malaysia. Data was collected at three weeks and ten weeks following surgery for breast cancer of their wives. The psychometric properties of the HADS were reported based on Cronbach' alpha, Intraclass Correlation Coefficients (ICC), Effect Size Index (ESI), sensitivity and discriminity of the scale. Internal consistency of the scale is excellent, with Cronbach's alpha of 0.88 for Anxiety subscale and 0.79 for Depression subscale. Test-retest Intraclass Correlation Coefficient (ICC) is 0.35 and 0.42 for Anxiety and Depression Subscale, respectively. Small mean differences were observed at test-retest measurement with ESI of 0.21 for Anxiety and 0.19 for Depression. Non-significant result was revealed for the discriminant validity (mastectomy vs lumpectomy). The Malay Version of the HADS is appropriate to measure the anxiety and depression among the husbands of the women with breast cancer in Malaysia.
    Study site: Oncology clinic, University of Malaya Medical Centre (UMMC), Hospital Kuala Lumpur, Pusat Perubatan Universiti Kebangsaan Malaysia (PPUKM), Kuala Lumpur, Malaysia
    Matched MeSH terms: Anxiety/diagnosis*
  4. Pheh KS, Tan CS, Lee KW, Tay KW, Ong HT, Yap SF
    PLoS One, 2023;18(5):e0285435.
    PMID: 37167230 DOI: 10.1371/journal.pone.0285435
    Generalized anxiety disorder (GAD) is one of the most common mental disorders in Malaysia. Psychometrically sound measurements are urgently needed to assess anxiety symptoms. The extensively used Generalized Anxiety Disorder 7-item (GAD-7) is a promising candidate. However, studies on its factorial validity show mixed findings. While the one-factor solution has been replicated in different cultural contexts, some studies found different factorial structures instead. This study aimed to clarify the factorial validity of the English version of the GAD-7 in the Malaysian context. The responses collected from 1272 emerging to older adults in Malaysia were randomly divided into two halves and submitted to exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) respectively. Four acceptable models were explored in EFA ranging from unidimensional factor with 7 items to 3-factor models with 6 items. The four models revealed in EFA and the other competing models found in past studies were then examined and compared using CFA. The 6-item second-order model with a general factor of anxiety and three first-order factors with two items respectively (i.e., GAD-6) showed a more harmonic result and hence, is preferable. Moreover, the GAD-6 and its three subscales also showed satisfactory internal consistency and construct validity. This study uncovers a new and unique factorial structure of the GAD screening tool that fits in the Malaysian context. The scale may reveal GAD symptomatic dimensions that guide clinical interventions.
    Matched MeSH terms: Anxiety/diagnosis
  5. Sharif Nia H, Lehto RH, Pahlevan Sharif S, Mashrouteh M, Goudarzian AH, Rahmatpour P, et al.
    Omega (Westport), 2021 Sep;83(4):760-776.
    PMID: 31366310 DOI: 10.1177/0030222819865407
    Ensuring use of valid and reliable scales for evaluating death anxiety that are relevant to the cultural context where they are applied is essential. The purpose of the study was to conduct a systematic review of the psychometric properties of Templer's Death Anxiety Scale (DAS) across cultures. PubMed, Scopus, Web of Knowledge, SID, and Magiran databases were systematically searched for studies published between 1970 and 2017 using Mesh terms. Two independent researchers used Quality Assessment of Diagnostic Accuracy Studies and Checklist of Standards for Reporting of Diagnostic Accuracy to evaluate study quality. Included studies were conducted in Iran, United States, Italy, China, Egypt, Spain, and Australia. Overall study quality was acceptable in 15 evaluated articles. However, findings demonstrated that two (one study), three (seven studies), four (four studies), and five factors (three studies) were extracted across the respective studies. Confirmatory concurrent validity was assessed in two studies. While Templer's DAS has stood the test of time as a commonly used index of capturing the conscious experience of death anxiety, there are psychometric inconsistencies in identified factor solutions across cultures. Findings emphasize the need for continued evaluation of how the DAS is translated in specific countries with assessment in relation to other death construct tools.
    Matched MeSH terms: Anxiety/diagnosis
  6. Wasimin FS, Thum SCC, Tseu MWL, Kamu A, Ho CM, Pang NTP, et al.
    Int J Environ Res Public Health, 2022 Aug 27;19(17).
    PMID: 36078389 DOI: 10.3390/ijerph191710673
    Viral epidemics have surfaced frequently over the past quarter-century, with multiple manifestations of psychological distress. This study sought to establish the psychometric properties of the Malay version of SAVE-9 among healthcare workers. A total of 203 healthcare workers across Malaysia participated in the research. The Malay version of SAVE-9 was translated and back-translated using the WHO instrument validation protocols. Classical Test Theory (CTT) and Rasch analysis were used to assess the validity and reliability of the Malay version of the SAVE-9 scale. The analysis was run using IBM SPSS 26.0 and JAPS. Cronbach's alpha was used to measure the internal consistency of SAVE-9, which was found to be satisfactory (Cronbach's α = 0.795). The correlations between the SAVE-9 and other measured scales (GAD-7 and PHQ-9) were statistically significant. A score of 22 was defined as a cut-off point with good sensitivity (0.578) and specificity (0.165). The Malay version of the Stress and Anxiety to Viral Epidemics-9 (SAVE-9) scale is valid and reliable after testing among healthcare workers. It is psychometrically suitable to be used in assessing healthcare workers' stress and anxiety specific to viral epidemics.
    Matched MeSH terms: Anxiety/diagnosis
  7. Kaur S, Zainal NZ, Low WY, Ramasamy R, Sidhu JS
    Asia Pac J Public Health, 2015 May;27(4):450-60.
    PMID: 24807887 DOI: 10.1177/1010539514533719
    The Hospital Anxiety and Depression Scale (HADS) is a common screening instrument used to determine the levels of anxiety and depression experienced by a patient and has been extensively used in patients with coronary artery disease (CAD). This study aimed to establish the factor structure of HADS in a Malaysian sample of 189 patients with CAD. Factor analysis of HADS using principal component analysis with varimax rotation yielded 3 factors. Confirmatory factor analysis supported the use of HADS in assessing 3 distinct dimensions of psychological distress--namely, anxiety, anhedonia, and psychomotor retardation. The HADS showed good internal consistency and was found to be a valid measure of psychological distress among Malaysian patients with CAD. However, low mean scores on the original 2 factors--that is, anxiety and depression--and also on the 2 depression subscales--anhedonia and psychomotor retardation--suggests that the recommended cutoff score to screen for psychological distress among CAD patients be reevaluated. Further research to determine the generalizability and consistency for the tridimensional structure of the HADS in Malaysia is recommended.
    Matched MeSH terms: Anxiety/diagnosis*
  8. Soleimani MA, Yaghoobzadeh A, Bahrami N, Sharif SP, Sharif Nia H
    Death Stud, 2016 10;40(9):547-557.
    PMID: 27259574 DOI: 10.1080/07481187.2016.1187688
    In this study, 398 Iranian cancer patients completed the 15-item Templer's Death Anxiety Scale (TDAS). Tests of internal consistency, principal components analysis, and confirmatory factor analysis were conducted to assess the internal consistency and factorial validity of the Persian TDAS. The construct reliability statistic and average variance extracted were also calculated to measure construct reliability, convergent validity, and discriminant validity. Principal components analysis indicated a 3-component solution, which was generally supported in the confirmatory analysis. However, acceptable cutoffs for construct reliability, convergent validity, and discriminant validity were not fulfilled for the three subscales that were derived from the principal component analysis. This study demonstrated both the advantages and potential limitations of using the TDAS with Persian-speaking cancer patients.
    Matched MeSH terms: Anxiety/diagnosis*
  9. Norizan A, Shamsuddin K
    J Intellect Disabil Res, 2010 Nov;54(11):992-1003.
    PMID: 20868445 DOI: 10.1111/j.1365-2788.2010.01324.x
    Having children with intellectual disability can be stressful for most parents. Currently there are very few studies focusing on parenting stress among mothers of children with Down syndrome (DS) in Asia. The present study examined the level of parenting stress experienced by Malaysian mothers of children with DS and evaluated the child and maternal factors that contributed to parenting stress based on Hill's ABC-X Model (Hill 1949).
    Matched MeSH terms: Anxiety/diagnosis
  10. Rajiah K, Saravanan C
    Am J Pharm Educ, 2014 Nov 15;78(9):163.
    PMID: 25525278 DOI: 10.5688/ajpe789163
    To analyze the effect of psychological intervention on reducing performance anxiety and the consequences of the intervention on first-year pharmacy students.
    Matched MeSH terms: Anxiety/diagnosis
  11. Salleh MR
    Med J Malaysia, 1989 Dec;44(4):275-82.
    PMID: 2520035
    The severity of anxiety and depression in 72 patients presenting with somatic complaints to the psychiatric clinic were assessed after excluding organic illnesses. Majority of the patients were females, between 15 to 34 years of age and came from lower socio-economic background. A high percentage of patients were brought up by dominant mothers and the married patients had passive husbands or active wives controlling the family. Generally the severity of depression was correlated with the severity of anxiety (C.C = 0.704, P less than 0.01). Majority of the patients were found to have both mixed anxiety depressive symptoms and the anxiety symptoms masking the underlying depressive symptomatology.
    Study site: Psychiatric Clinic, Hospital Universiti Sains Malaysia (HUSM), Kelantan, Malaysia
    Matched MeSH terms: Anxiety/diagnosis
  12. Yusof KM, Mohd Sidik S, Mahmud R, Abdullah M, Avery-Kiejda KA, Rosli R
    Breast Cancer, 2023 Sep;30(5):810-819.
    PMID: 37306933 DOI: 10.1007/s12282-023-01475-0
    BACKGROUND: Although higher survival rates of breast cancer are achieved these days, breast cancer survivors are challenged with unwanted side effects from treatment or management that affect physical, functional, and psychological well-being of an individual. This study aimed to assess psychological distress status in Malaysian breast cancer survivors and factors that affected the condition.

    METHODS: A cross-sectional study design was conducted on 162 breast cancer survivors from various breast cancer support groups in Malaysia. Psychological distress status was assessed based on depression and anxiety scores by applying the Malay version of Patient Health Questionnaire (PHQ-9) and General Anxiety Disorder (GAD-7). Both instruments were self-administered along with a set of questionnaires comprising demographic, medical history, quality of life, and upper extremity function assessment. Outcomes from the PHQ-9 and GAD-7 were analyzed for severity level of psychological distress, and its association with relevant variables, arm morbidity symptoms, as well as the duration of cancer survivorship.

    RESULTS: The univariate analysis showed that breast cancer survivors with arm morbidities after breast surgery had a higher score of depression (5.0 vs 4.0, p = 0.011) and anxiety (3.0 vs 1.0, p = 0.026) than those who did not. Besides that, receiving fewer post-rehabilitation treatments (p = 0.049) and having a family history of cancer (p = 0.022) were correlated with higher anxiety level. The level of depression and anxiety was inversely proportionate with quality of life and positively correlated with greater disability of the arm function (p 

    Matched MeSH terms: Anxiety/diagnosis
  13. Osman ZJ, Mukhtar F, Hashim HA, Abdul Latiff L, Mohd Sidik S, Awang H, et al.
    Compr Psychiatry, 2014 Oct;55(7):1720-5.
    PMID: 24952938 DOI: 10.1016/j.comppsych.2014.04.011
    OBJECTIVE: The 21-item Depression, Anxiety and Stress Scale (DASS-21) is frequently used in non-clinical research to measure mental health factors among adults. However, previous studies have concluded that the 21 items are not stable for utilization among the adolescent population. Thus, the aims of this study are to examine the structure of the factors and to report on the reliability of the refined version of the DASS that consists of 12 items.
    METHOD: A total of 2850 students (aged 13 to 17 years old) from three major ethnic in Malaysia completed the DASS-21. The study was conducted at 10 randomly selected secondary schools in the northern state of Peninsular Malaysia. The study population comprised secondary school students (Forms 1, 2 and 4) from the selected schools.
    RESULTS: Based on the results of the EFA stage, 12 items were included in a final CFA to test the fit of the model. Using maximum likelihood procedures to estimate the model, the selected fit indices indicated a close model fit (χ(2)=132.94, df=57, p=.000; CFI=.96; RMR=.02; RMSEA=.04). Moreover, significant loadings of all the unstandardized regression weights implied an acceptable convergent validity. Besides the convergent validity of the item, a discriminant validity of the subscales was also evident from the moderate latent factor inter-correlations, which ranged from .62 to .75. The subscale reliability was further estimated using Cronbach's alpha and the adequate reliability of the subscales was obtained (Total=76; Depression=.68; Anxiety=.53; Stress=.52).
    CONCLUSION: The new version of the 12-item DASS for adolescents in Malaysia (DASS-12) is reliable and has a stable factor structure, and thus it is a useful instrument for distinguishing between depression, anxiety and stress.
    Matched MeSH terms: Anxiety/diagnosis*
  14. Syed Elias SM, Petriwskyj A, Scott T, Neville C
    Australas J Ageing, 2019 Mar;38(1):E25-E30.
    PMID: 30426630 DOI: 10.1111/ajag.12598
    OBJECTIVE: To explore how older people with loneliness, anxiety and depression experience a spiritual reminiscence therapy (SRT) program and to explore its acceptability within the Malaysian population.

    METHODS: Unstructured observations and a focus-group discussion were carried out with 18 participants involved in a six-week SRT program in a residential care facility in Kuala Lumpur.

    RESULTS: Analysis revealed four themes: (i) Enthusiastic participation; (ii) Connections across boundaries; (iii) Expressing and reflecting; and (iv) Successful use of triggers.

    CONCLUSIONS: The findings suggest that the process of reminiscence, on which the program was based, was enjoyable for the participants and created opportunities to form connections with other members of the group. The use of relevant triggers in the SRT program that related to Malaysian cultures, ethnicities and religions was helpful to engage the participants and was acceptable across the different religions and ethnicities.

    Matched MeSH terms: Anxiety/diagnosis
  15. Mahat N, Zubaidi SA, Soe HHK, Nah SA
    Med J Malaysia, 2021 05;76(3):284-290.
    PMID: 34031324
    INTRODUCTION: The Coronavirus Disease 2019 (COVID-19) has dramatically affected global healthcare systems. We aimed to determine the response of our paediatric surgical fraternity to a disease that overwhelmingly affects adults.

    MATERIALS AND METHODS: We conducted a cross-sectional questionnaire-based study over 6 weeks during a federally mandated lockdown. Using snowball sampling, we recruited paediatric surgeons, trainees and medical officers from paediatric surgical units in Malaysia. The anonymous online questionnaire covered sociodemographic information, changes in patient care, redeployment, concerns regarding family members, and impact on training. Mental well-being was assessed using the Depression, Anxiety and Stress Scale (DASS-21). Kruskal-Wallis, ANOVA and multiple regression analysis was used, with significance level 0.05.

    RESULTS: Of the 129 eligible participants, 100(77%) responded. Junior doctors had clinically higher levels of depression, anxiety, and stress. Age <30 years was significantly associated with anxiety. Junior doctors believed that redeployment led to loss of surgical skills (p<0.001) and trainees felt that clinical application of knowledge had reduced (p<0.020).

    CONCLUSION: Specific to our paediatric surgical community, this study highlights areas of concern, particularly among junior doctors. It is likely that recurrent cycles of the pandemic will occur soon. These issues must be addressed to preserve the mental and emotional well-being of all health care workers.
    Matched MeSH terms: Anxiety/diagnosis
  16. Yeoh CM, Thong KS, Seed HF, Nur Iwana AT, Maruzairi H
    Med J Malaysia, 2019 08;74(4):307-311.
    PMID: 31424038
    INTRODUCTION: Psychological morbidities are common amongst healthcare professionals particularly among junior house officers (HO) who are in a transitional stage from being a medical student to a doctor. They undergo many stressors during this period and hence might suffer from higher psychological morbidities such as depression, anxiety and stress.

    OBJECTIVES: To determine the prevalence of depression, anxiety and stress among HO in Sarawak General Hospital (SGH), Kuching, Sarawak. The socialdemographic factors were also evaluated to identify the high-risk groups.

    MATERIALS AND METHODS: This is a descriptive cross-sectional study involving 227 house officers in SGH over a period of three months. The social-demographic data such as age, sex, marital status, current posting, duration of posting, place of graduate and state of origin were obtained from interviews with the respondents. The Depression, Anxiety and Stress scale (DASS) questionnaire was completed to assess the psychological morbidities.

    RESULTS: HO were found to have high prevalence of psychiatric morbidities such as depression (42%), anxiety (50%) and stress (42.7%). Foreign graduates showed a significantly higher odds of depression (odds ratio, OR: 3.851; 95% confidence interval, 95%CI: 2.165, 6.851), anxiety (OR: 2.427; 95%CI: 1.394, 4.225) and stress (OR: 2.524; 95%CI: 1.439, 4.427) as compared to local graduates.. Further, non-Sarawakians were observed to have higher odds of developing anxiety (OR: 1.772; 95%CI: 1.022, 3.073) as compared to the Sarawakians.

    CONCLUSION: HO in SGH had high prevalence of depression, anxiety and stress. Therefore, psychiatric morbidities should be screened regularly amongst the HOs in Malaysia.

    Matched MeSH terms: Anxiety/diagnosis
  17. Shamsuddin K, Fadzil F, Ismail WS, Shah SA, Omar K, Muhammad NA, et al.
    Asian J Psychiatr, 2013 Aug;6(4):318-23.
    PMID: 23810140 DOI: 10.1016/j.ajp.2013.01.014
    University students face not only challenges related with independent living, but also academic challenges. This predisposes them to depression, anxiety and stress, which are fairly common.
    Matched MeSH terms: Anxiety/diagnosis*
  18. Koh D, Abdullah AM, Wang P, Lin N, Luo N
    PLoS One, 2016;11(11):e0165555.
    PMID: 27835652 DOI: 10.1371/journal.pone.0165555
    BACKGROUND: The Malay spoken in Brunei a South East Asian country where Malay is the national language is distinctive and different from Malay spoken in Malaysia, Singapore and Indonesia. This study aimed to develop a Brunei Malay version of the 5-level EQ-5D questionnaire (EQ-5D-5L) and to assess its psychometric properties among patients with type 2 diabetes mellitus (T2DM).

    METHODS: The Brunei Malay EQ-5D-5L was developed by culturally adapting two existing Malay versions. A total of 154 Bruneians with T2DM completed the questionnaire in two different points of time with one week apart. Known-groups validity of the utility-based EQ-5D-5L index and visual analogue scale (EQ-VAS) was evaluated by comparing subgroups of patients known to differ in health status. Test-retest reliability was assessed using the intraclass correlation coefficient (ICC) or Cohen's kappa.

    RESULTS: As hypothesized, patients known to have 'better' health had higher EQ-5D-5L index scores than those having 'worse' health in all 7 known-groups comparisons. The hypothesized difference in the EQ-VAS scores was observed in only 4 of the 7 known-groups comparisons. Kappa values ranged from 0.206 to 0.446 for the EQ-5D-5L items; the ICC value for the EQ-5D-5L index and EQ-VAS was 0.626 and 0.521, respectively.

    CONCLUSIONS: The utility-based EQ-5D-5L index appears to be valid and reliable for measuring the health of Brunei patients with T2DM. The validity of the EQ-VAS in Brunei requires further investigation.

    Matched MeSH terms: Anxiety/diagnosis*
  19. Pachaiappan S, Tee MY, Low WY
    Int J Clin Exp Hypn, 2023;71(4):338-349.
    PMID: 37611140 DOI: 10.1080/00207144.2023.2246512
    Test anxiety comprises cognitive, physiological, and behavioral reactions due to anxiety about failure or a lower academic performance score on an exam or evaluation. This study examined the effect of self-hypnosis on reducing test anxiety among upper secondary school students using a quantitative methodology with a pre-experimental design. The prevalence of test anxiety was measured using the Friedben Test Anxiety Scale (FTAS) and students' demographic data were collected. Twenty-two 16-year-old students with moderate to high test anxiety were selected for a self-hypnosis intervention over a period of 5 weeks. The FTAS questionnaire was administered 4 times: at baseline, 3rd week, 5th week, and at follow-up (3 weeks after the intervention). Students' test anxiety differences were statistically significant across 4 time points. Self-hypnosis intervention decreased students' overall test anxiety scores and in the 3 constructs: social, cognitive, and tenseness. The outcomes indicate that self-hypnosis training can help students cope with test anxiety and should be further explored for managing test anxiety in school settings.
    Matched MeSH terms: Anxiety/diagnosis
  20. Li C, Yang M, Zhang Y, Lai KW
    Int J Environ Res Public Health, 2022 Nov 14;19(22).
    PMID: 36429697 DOI: 10.3390/ijerph192214976
    PURPOSE: Mental health assessments that combine patients' facial expressions and behaviors have been proven effective, but screening large-scale student populations for mental health problems is time-consuming and labor-intensive. This study aims to provide an efficient and accurate intelligent method for further psychological diagnosis and treatment, which combines artificial intelligence technologies to assist in evaluating the mental health problems of college students.

    MATERIALS AND METHODS: We propose a mixed-method study of mental health assessment that combines psychological questionnaires with facial emotion analysis to comprehensively evaluate the mental health of students on a large scale. The Depression Anxiety and Stress Scale-21(DASS-21) is used for the psychological questionnaire. The facial emotion recognition model is implemented by transfer learning based on neural networks, and the model is pre-trained using FER2013 and CFEE datasets. Among them, the FER2013 dataset consists of 48 × 48-pixel face gray images, a total of 35,887 face images. The CFEE dataset contains 950,000 facial images with annotated action units (au). Using a random sampling strategy, we sent online questionnaires to 400 college students and received 374 responses, and the response rate was 93.5%. After pre-processing, 350 results were available, including 187 male and 153 female students. First, the facial emotion data of students were collected in an online questionnaire test. Then, a pre-trained model was used for emotion recognition. Finally, the online psychological questionnaire scores and the facial emotion recognition model scores were collated to give a comprehensive psychological evaluation score.

    RESULTS: The experimental results of the facial emotion recognition model proposed to show that its classification results are broadly consistent with the mental health survey results. This model can be used to improve efficiency. In particular, the accuracy of the facial emotion recognition model proposed in this paper is higher than that of the general mental health model, which only uses the traditional single questionnaire. Furthermore, the absolute errors of this study in the three symptoms of depression, anxiety, and stress are lower than other mental health survey results and are only 0.8%, 8.1%, 3.5%, and 1.8%, respectively.

    CONCLUSION: The mixed method combining intelligent methods and scales for mental health assessment has high recognition accuracy. Therefore, it can support efficient large-scale screening of students' psychological problems.

    Matched MeSH terms: Anxiety/diagnosis
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