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A Machine Learning Approach to Assess Differential Item Functioning of the KINDL Quality of Life Questionnaire Across Children with and Without ADHD. Child Psychiatry Hum Dev 2022; 53:980-991. [PMID: 33963488 DOI: 10.1007/s10578-021-01179-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/25/2021] [Indexed: 10/21/2022]
Abstract
This study aimed to investigate differential item functioning (DIF) of the child and parent reports of the KINDL measure across children with and without Attention-deficit/hyperactivity disorder (ADHD). The sample included 122 children with ADHD and 1086 healthy peers, alongside 127 and 1061 of their parents, respectively. The generalized partial credit model with lasso penalization, as a machine learning method, was used to assess DIF of the KINDL across the two groups. The findings showed that three out of 24 items of the child reports and seven out of 24 items of the parent reports of the KINDL exhibited DIF between children with and without ADHD. Accordingly, Iranian children with and without ADHD along with their parents perceive almost all items in the KINDL similarly. Hence, the observed difference in quality of life scores between children with and without ADHD is a real difference and not a reflection of measurement bias.
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Bagheri Z, Chamanpara P, Jafari P, Balhara YPS, Arya S, Ransing R, Đorić A, Knez R, Thi TVV, Huong TN, Kafali HY, Erzin G, Vally Z, Chowdhury MRR, Sharma P, Shakya R, Campos LAM, Szczegielniak AR, Stevanović D. Cross-cultural measurement invariance of the Quality of Life Enjoyment and Satisfaction Questionnaire-Short form across ten countries: the application of Bayesian approximate measurement invariance. BMC Psychol 2022; 10:160. [PMID: 35751087 PMCID: PMC9229907 DOI: 10.1186/s40359-022-00864-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Accepted: 06/14/2022] [Indexed: 11/10/2022] Open
Abstract
Background The Quality of Life Enjoyment and Satisfaction Questionnaire-Short Form (Q-LES-Q-SF) is the most frequently used generic quality of life (QOL) measure in many countries and cultures worldwide. However, no single study has been carried out to investigate whether this questionnaire performs similarly across diverse cultures/countries. Accordingly, this study aimed to assess the cross-cultural measurement invariance of the Q-LES-Q-SF across ten different countries. Methods The Q-LES-Q-SF was administrated to a sample of 2822 university students from ten countries: Bangladesh, Brazil, Croatia, India, Nepal, Poland, Serbia, Turkey, the United Arab Emirates, and Vietnam. The Bayesian approximate measurement invariance approach was used to assess the measurement invariance of the Q-LES-Q-SF.
Results Approximate measurement invariance did not hold across the countries for the Q-LES-Q-SF, with only two out of 14 items being non-invariant; namely items related to doing household and leisure time activities.
Conclusions Our findings did not support the cross-cultural measurement invariance of the Q-LES-Q-SF; thus, considerable caution is warranted when comparing QOL scores across different countries with this measure. Item rewording and adaptation along with calibrating non-invariant items may narrow these differences and help researchers to create an invariant questionnaire for reliable and valid QOL comparisons across different countries.
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Affiliation(s)
- Zahra Bagheri
- Department of Biostatistics, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.
| | - Parisa Chamanpara
- Department of Biostatistics, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Peyman Jafari
- Department of Biostatistics, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Yatan Pal Singh Balhara
- Behavioral Addictions Clinic, Department of Psychiatry and National Drug Dependence Treatment Center, All India Institute of Medical Sciences (AIIMS), New Delhi, India
| | - Sidharth Arya
- Institute of Mental Health, Pt. Bhagwat Dayal Sharma University of Health Sciences, Rohtak, India
| | - Ramdas Ransing
- Department of Psychiatry, B K L Walawalkar Rural Medical College, Kasarwadi, Maharashtra, India
| | - Ana Đorić
- Department of Psychology, Faculty of Humanities and Social Sciences, Center for Applied Psychology, University of Rijeka, Rijeka, Croatia
| | - Rajna Knez
- Department of Women´S and Children´S Health, Skaraborgs Hospital, Skövde, Sweden.,Gillberg Neuropsychiatry Centre, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Tuong-Vi Vu Thi
- South Vietnam HIV Addiction Technical Transfer Centre, University of Medicine and Pharmacy, Ho Chi Minh City, Vietnam
| | - Truong Ngoc Huong
- Faculty of Public Health, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Helin Yilmaz Kafali
- Department of Child and Adolescent Psychiatry, Ankara City Hospital, Ankara, Turkey
| | - Gamze Erzin
- Diskapi Training and Research Hospital, Ankara, Turkey.,Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Zahir Vally
- Department of Clinical Psychology, United Arab Emirates University, Al Ain, United Arab Emirates
| | | | - Pawan Sharma
- Department of Psychiatry, School of Medicine, Patan Academy of Health Sciences, Lalitpur, Nepal
| | - Rabi Shakya
- Department of Psychiatry, School of Medicine, Patan Academy of Health Sciences, Lalitpur, Nepal
| | - Luís Antônio Monteiro Campos
- Catholic University of Petrópolis (UCP) and Pontifical Catholic University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Anna Rebeka Szczegielniak
- Department of Psychiatric Rehabilitation, Department of Psychiatry and Psychotherapy, Medical University of Silesia, Katowice, Poland
| | - Dejan Stevanović
- Gillberg Neuropsychiatry Centre, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.,Clinic for Neurology and Psychiatry for Children and Youth, Belgrade, Serbia
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A Comparative Study of the Bias Correction Methods for Differential Item Functioning Analysis in Logistic Regression with Rare Events Data. BIOMED RESEARCH INTERNATIONAL 2020; 2020:1632350. [PMID: 32185193 PMCID: PMC7060847 DOI: 10.1155/2020/1632350] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 12/19/2019] [Accepted: 01/20/2020] [Indexed: 11/17/2022]
Abstract
The logistic regression (LR) model for assessing differential item functioning (DIF) is highly dependent on the asymptotic sampling distributions. However, for rare events data, the maximum likelihood estimation method may be biased and the asymptotic distributions may not be reliable. In this study, the performance of the regular maximum likelihood (ML) estimation is compared with two bias correction methods including weighted logistic regression (WLR) and Firth's penalized maximum likelihood (PML) to assess DIF for imbalanced or rare events data. The power and type I error rate of the LR model for detecting DIF were investigated under different combinations of sample size, moderate and severe magnitudes of uniform DIF (DIF = 0.4 and 0.8), sample size ratio, number of items, and the imbalanced degree (τ). Indeed, as compared with WLR and for severe imbalanced degree (τ = 0.069), there were reductions of approximately 30% and 24% under DIF = 0.4 and 27% and 23% under DIF = 0.8 in the power of the PML and ML, respectively. The present study revealed that the WLR outperforms both the ML and PML estimation methods when logistic regression is used to evaluate DIF for imbalanced or rare events data.
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The adaptation process and preliminary psychometric evaluation of the Polish version of Kiddo-KINDL questionnaire. ANTHROPOLOGICAL REVIEW 2019. [DOI: 10.2478/anre-2019-0021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The assessment of health-related quality of life (HRQoL) is increasingly important in fields of public health, medicine, sociology and psychology. The aim of the study was to evaluate the psychometric properties of the Polish version of generic Kiddo-KINDL questionnaire for adolescents. The psychometric evaluation was performed using 96 questionnaires fulfilled by adolescents aged 12–16 years. Cronbach’s α coefficient for internal consistency and split-half reliability was estimated as well as ceiling, floor effect and correlations among the subscales and total score. The mean reliability for subscales was 0.65 and the Cronbach’s α coefficient for the total score was 0.85. The lowest α coefficient was for the School dimension (0.44) and the highest was achieved for the Self-esteem (0.80). The correlation between two parts of the questionnaire and split-half reliability was 0.66 and 0.80 respectively. The first psychometric evaluation of the Polish Kiddo-KINDL showed promising basic measurement properties, but it needs farther assessment, including convergent, construct and discriminant validity estimation.
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Jafari P, Nozari F, Ahrari F, Bagheri Z. Measurement invariance of the Depression Anxiety Stress Scales-21 across medical student genders. INTERNATIONAL JOURNAL OF MEDICAL EDUCATION 2017; 8:116-122. [PMID: 28362630 PMCID: PMC5376494 DOI: 10.5116/ijme.58ba.7d8b] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2016] [Accepted: 03/04/2017] [Indexed: 05/31/2023]
Abstract
OBJECTIVES This study aimed to assess whether male and female Iranian medical students perceived the meaning of the items in the Depression Anxiety Stress Scales-21 consistently. METHODS A convenience sample of 783 preclinical medical students from the first to sixth semester was invited to this cross-sectional study. Of the 477 respondents, 238 were male and 239 were female. All participants completed the Persian version of the Depression Anxiety Stress Scales-21. The graded response model was used to assess measurement invariance of the instrument across the gender groups. Categorical confirmatory factor analysis was used to evaluate the construct validity of the measure. Moreover, internal consistency was assessed via Cronbach's Alpha. RESULTS Statistically significant differential item functioning was flagged for just item 6 in the depression subscales (c2=6.5, df=1, p=0.011). However, removing or retaining the item 6 in the stress subscale did not change our findings significantly, when we compared stress scores across two genders. The results of categorical confirmatory factor analysis supported the fit of the three-factor model of Depression Anxiety Stress Scales-21. Moreover, Cronbach's alpha was greater than 0.7 in depression, anxiety and stress subscales. CONCLUSIONS This study revealed that Depression Anxiety Stress Scales-21 is an invariant measure across male and female medical students. Hence, this reliable and valid instrument can be used for meaningful comparison of distress scores between medical student genders. Gender comparisons of medical students' psychological profiles provide a better insight into gender influences on the outcome of medical education and medical practice.
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Affiliation(s)
- Peyman Jafari
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Farnoosh Nozari
- Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | - Zahra Bagheri
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran
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Lee CT, Lin CY, Tsai MC, Strong C, Lin YC. Psychometric evaluation and wording effects on the Chinese version of the parent-proxy Kid-KINDL. Health Qual Life Outcomes 2016; 14:123. [PMID: 27595602 PMCID: PMC5011907 DOI: 10.1186/s12955-016-0526-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Accepted: 08/31/2016] [Indexed: 11/18/2022] Open
Abstract
Background The pediatric quality of life (QoL) questionnaire, the child-rated Kid-KINDL, has wording effects. However, no studies have examined for its parallel questionnaire, the parent-proxy Kid-KINDL. This study aimed to examine the psychometric properties and wording effects of the parent-proxy Kid-KINDL. Methods Parents with 8- to 12-year-old children (n = 247) completed the parent-proxy Kid-KINDL, 83 of them completed it again 7–14 days later, and 241 of their children completed the child-rated Kid-KINDL. Internal consistency was examined using Cronbach’s α; test-retest reliability and concurrent validity, using Pearson correlation coefficients (r); construct validity and wording effects, using confirmatory factor analyses (CFAs). Results The internal consistency of the parent-proxy Kid-KINDL total score was acceptable (α = .86). Test-retest reliability (r = .33–.60) and concurrent validity (r = .27–.42) were acceptable or nearly acceptable for all subscales and the total score. The CFA models simultaneously accounting for QoL traits and wording effects had satisfactory fit indices, and outperformed the model accounting only for QoL traits. However, four subscales had unsatisfactory internal consistency, which might be attributable to wording effects. Conclusion When children are unable to complete a QoL questionnaire, the parent-proxy Kid-KINDL can substitute with all due cautions to wording effects and inconsistent reliability among different raters.
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Affiliation(s)
- Chih-Ting Lee
- Department of Family Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan.,Institute of Physical Education, Health and Leisure Studies, College of Management, National Cheng Kung University, Tainan, Taiwan
| | - Chung-Ying Lin
- Department of Rehabilitation Sciences, Faculty of Health and Social Sciences, Hong Kong Polytechnic University, 11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong.
| | - Meng-Che Tsai
- Department of Pediatrics, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, 1 University Road, Tainan, 70101, Taiwan.
| | - Carol Strong
- Department of Public Health, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Yi-Ching Lin
- Institute of Health Behaviors and Community Sciences, College of Public Health, National Taiwan University, Taipei, Taiwan
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Bagheri Z, Jafari P, Faghih M, Allahyari E, Dehesh T. Testing measurement equivalence of the SF-36 questionnaire across patients on hemodialysis and healthy people. Int Urol Nephrol 2015; 47:2013-21. [PMID: 26329745 DOI: 10.1007/s11255-015-1092-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2015] [Accepted: 08/18/2015] [Indexed: 10/23/2022]
Abstract
BACKGROUND Differential item functioning (DIF) occurs when members from different groups respond differently to particular items in a health-related quality of life (HRQoL) questionnaire after controlling for underlying HRQoL construct. This study aimed to assess DIF in the SF-36 questionnaire and its effect on comparing HRQoL scores across patients on HD and healthy people. METHODS One hundred fifty patients on maintenance hemodialysis (HD) and 642 healthy individuals filled out the Persian version of the SF-36 questionnaire. Multiple-group multiple-indicator multiple-causes (MG-MIMIC) model was used to assess DIF across patients on HD and healthy population. RESULTS Sixteen out of 36 (44.4 %) items were flagged with DIF. Six out of 16 items (37.5 %) were flagged with uniform DIF, nine items (56.2 %) with non-uniform DIF, and one item (6.2 %) with both uniform DIF and non-uniform DIF. DIF items were associated with all subscales with the exception of the limitation due to physical problems and bodily pain subscales. The significant lower HRQoL scores of patients on HD in comparison with healthy people in the physical functioning and vitality subscales did not change after removing the items with uniform DIF. CONCLUSIONS Our findings revealed that patients on HD and healthy people perceived the meaning of the items in SF-36 questionnaire differently. Although the impact of DIF is minimal, the cross-group comparison across patients on HD and healthy people should be performed with caution.
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Affiliation(s)
- Zahra Bagheri
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Peyman Jafari
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran.
| | - Marjan Faghih
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Elahe Allahyari
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Tania Dehesh
- Department of Biostatistics, Shiraz University of Medical Sciences, Shiraz, Iran
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