Abstract
Introduction: This study aimed to cross-culturally adapt a Malay version of Knee Injury and Osteoarthritis Outcome Score (KOOS) and to evaluate its psychometric properties in patients with knee osteoarthritis (OA).
Materials and Methods: The English version KOOS was translated into a Malay version using forward and backward translation process, followed by face validity and content validity. Two hundred and twenty-six knee OA patients attending the Outpatient and Orthopaedic Clinics, Universiti Sains Malaysia Hospital, completed the Malay version KOOS. Construct validity using confirmatory factor analysis and internal reliability assessment were performed.
Results: The results showed that the original five-factor model with 42 items failed to achieve acceptable values of the goodness of fit indices, indicating poor model fit. A new five-factor model of 26 items demonstrated acceptable level of goodness of fit (comparative fit index= 0.929, incremental fit index= 0.930, Tucker Lewis fit index= 0.920, root mean square error of approximation= 0.073 and Chisquared/degree of freedom= 2.183) indices to signify a model fit. The Cronbach’s alpha value for the new model ranged from 0.776 to 0.946. The composite reliability values of each construct ranged between 0.819 and 0.921, indicating satisfactory to high level of convergent validity.
Conclusion: The five-factor model with 26 items in the Malay version of KOOS questionnaire demonstrated a good degree of goodness of fit and was found to be valid, reliable and simple as an assessment tool for symptoms, pain, activity of daily living, sports and recreational activity and quality of life for Malaysian adults suffering from knee osteoarthritis.
Keywords: osteoarthritis, construct validity, knee-related quality of life, KOOS
Introduction
Knee osteoarthritis (OA) is a degenerative joint disease and it is the leading cause of chronic disability at older ages. This condition impacts health in various ways including functional, mental and economic, and the quality of life. In the past, there have been considerable growth in knee-related rating scales designed to measure outcomes from the perspectives of patients. Some of these instruments have been evaluated for reliability, validity and responsiveness1.
One of the most widely used subjective knee measurement tools is the Knee Injury and Osteoarthritis Outcome Score (KOOS)1,2. The KOOS is to be used in primary OA or post traumatic OA3. This tool is based on Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) and the WOMAC score can be calculated using this tool4,5. This instrument covers both the short-term and long-term consequences. It has been translated and culturally adapted into different languages including Singapore English and Chinese, Korean, Persian and Portugese6–8.
However, there is no Malay version available at present. We decided to conduct a process of cross-cultural adaptation and validation in order to use this instrument for the Malay speaking patients in Malaysia. The aim of the present study was to translate and culturally adapt KOOS into Malay to suit Malaysian patients with knee osteoarthritis and to test its psychometric characteristics (construct validity and internal reliability) using confirmatory factor analysis (CFA).
CFA is greater to exploratory factor analysis and simple reliability analysis (test-retest and internal consistency reliabilities) in many aspects9. CFA is a type of structural equation modeling that is concerned with measurement models9. It is useful to use CFA to verify the relationships between items and respective factors as it provides ways to evaluate the fit of the proposed theoretical model to the collected data9.
Materials and Methods
A cross sectional study was conducted among patients who were diagnosed with knee OA between September 2013 and March 2014 in the Outpatient and Orthopaedic Clinic, Universiti Sains Malaysia Hospital, a tertiary teaching hospital in Malaysia. Patients with knee osteoarthritis diagnosed according to the clinical diagnostic criteria of the American College of Rheumatology 198610 and who were able to read in the Malay language were included.
Sample size for CFA depends on the model complexity and basic measurement model characteristics. Hair et al have suggested a minimum sample of 100 for a model with five or less latent constructs and more than three items in each latent construct11. Convenient sampling was applied and written informed consent was taken. Patients were asked to fill out the Malay version of KOOS and pro forma on sociodemographic data. The study was approved by the Human Research Ethic Committee of Universiti Sains Malaysia.
The KOOS was first developed in 1995 by Ewa M Roos and colleagues at the Departments of Orthopaedics at Lund University, Sweden, and at the University of Vermont, USA12. Thus, the American-English and Swedish versions were developed simultaneously12. It has been used in men and women from the ages of 14 to 79 years old12. The KOOS is a valid, reliable and responsive self-administered instrument. It holds 42 items in 5 separately scored subscales: Pain, other Symptoms, Function in Daily Living (ADL), Function in Sport and Recreation (Sport & Rec), and Knee-related Quality of Life (QOL)3,12.
The forward and backward translation was carried out by a group of panels made up of physicians, linguists and bilingual translators proficient in English and Malay independently. The original English version KOOS was independently translated into Malay language by five translators (physicians, linguist and bilingual translator). A team of researchers then discussed and compared the translated version until a consensus was reached on a single adapted Malay version. Then, the Malay version questionnaire was back-translated to English version by another five translators (physicians, linguistics and bilingual translator) who had not seen the original English version. A meeting was held again to compare the Malay version with the original English version. Modifications were made and content validity was checked. Face validity was later assessed based on respondent testing done among 20 knee osteoarthritis patients. They were required to review and comment on the whole questionnaire in terms of presentation, arrangement, clarity and relatedness. Modifications were made based on the comments yielding a final version of the Malay questionnaire.
Items related to each factor (subscales) were combined to produce mean and standard deviations. Distributions of the scores were checked for possible ceiling or floor effect. This was to ensure that the patients were using the full range of possible scores. Assessment of normality and outliers was performed based on the critical ratio (i.e. for skewness and kurtosis to their standard error), Mahalanobis distance and histogram plots13. CFA to test for construct validity and reliability analysis were performed to assess the psychometric properties using SPSS version 22.0 and Analysis of Moment Structure (AMOS) software version 21.0.
Construct validity examines the degree to which a scale measures what it intends to measure14. CFA was performed to test that the five factors (domains) identified in the original study would be found with this sample of patients. The construct validity was checked with several goodness-of-fit indicators: Comparative Fit Index (CFI), Tucker Lewis Index (TLI), Incremental Fit Index (IFI), Chi-squared/degree of freedom and Root Mean Squared Error of Approximation (RMSEA)9,15. A value of more than 0.9 was taken for CFI, IFI and TLI15,16. Chi-squared/degree of freedom of less than 3 and RMSEA value of less than 0.08 was taken as an indicator of acceptable level9,13.
The standardized factor loading (standardized regression weight), modification indices (MI), squared multiple correlation (R2) and factor loadings were used as indicators to select which items were fit to be removed in the model9during CFA. MI suggested correlations between variables and the factor loadings was used to assess for unidimensionality of the questionnaire9,13. Unidimensionality indicates that various items measured the same attitude or ability13. For an established questionnaire, the factor loading for each item should be 0.6 or higher13.
In addition, Average Variance Extracted (AVE) was used to assess convergent validity and also reliability13. AVE is the average percentage of variation explained by the variables in the construct or domain13. The acceptable value for it was taken as more than 0.513. Reliability analysis was measured using Cronbach’s alpha coefficient, CR and AVE11,13. Cronbach’s alpha coefficient value of more than 0.7 and CR more than or equal to 0.6 represent a measure of satisfactory internal consistency11,13.
Results
The sociodemographic characteristics of the respondents were as shown in Table I. A total of 226 knee osteoarthritis patients had responded. The mean age of the subjects was 50.8 years old. Majority of the respondents were female (79.6%), ethnic Malay (95.6%) and the mean duration of knee osteoarthritis was 3.2 years.
Table I:
Variables | Mean | SD | N (%) |
---|---|---|---|
Age (year) | 50.8 | 6.3 | |
Gender | |||
Male | 46 (20.3) | ||
Female | 180 (79.6) | ||
Race | |||
Malay | 216 (95.6) | ||
Others | 10 (4.4) | ||
Duration of knee OA | 3.2 | 2.5 |
Normality assessment showed that the data were normally distributed and the value for skewness for all items was satisfied (0.2–1.1). Table II represents the means, standard deviations (SD), range and proportion of patients scoring at the floor (zero) and the ceiling (100) levels on the 0-100 scale for the KOOS questionnaire. The proportion of patients who had floor effect were negligible for KOOS Symptoms, Sport/Recreational and QOL. There were no ceiling effects for all the domains. There were no missing data of KOOS item.
Table II:
Mean | SD | Range | Floor effect | Ceiling effect | |
---|---|---|---|---|---|
n (%) | n (%) | ||||
KOOS Symptoms | 12 | 5.8 | 0-30 | 2 (0.9) | 0 (0) |
KOOS Pain | 12 | 6.4 | 2-36 | 0 (0) | 0 (0) |
KOOS ADL | 18 | 11.5 | 2-55 | 0 (0) | 0 (0) |
KOOS Sport/ Recreation | 15 | 7.7 | 0-36 | 2 (0.9) | 0 (0) |
KOOS QOL | 17 | 6.7 | 0-33 | 2 (0.9) | 0 (0) |
The Malay version KOOS was well accepted in the face validity except for minimal difficulty to understand items s7 and s8 in the questionnaire. Two patients had difficulty understanding item s7 and s8 (“kekejangan” which means “cramps or spasm”, to be replaced by “kekakuan” which means “stiffness”). Patients commented that there were two questions which they believed were not suitable to them: item a9 and a11 (no knee pain while wearing or removing the socks). The expert panel decided to choose “kekakuan” for “stiffness” in item s7 and s8. The original 5-factor model of the Malay version KOOS is shown in Table III.
Table III:
No. | Items | Coding |
---|---|---|
1 | Adakah terdapat bengkak pada sendi lutut anda? | s1 |
Do you have swelling in your knee? | ||
2 | Adakah anda berasa kisaran/ geseran, dengar bunyi klik/ retakan atau bunyi lain apabila | s2 |
sendi anda bergerak? | ||
Do you feel grinding, hear clicking or any other type of noise when your knee moves? | ||
3 | Adakah sendi lutut anda kejang/ terkunci apabila bergerak? | s3 |
Does your knee catch or hang up when moving? | ||
4 | Bolehkah anda meluruskan sendi lutut anda sepenuhnya? | s4 |
Can you straighten your knee fully? | ||
5 | Bolehkah anda membengkokkan sendi lutut anda sepenuhnya? | s5 |
Can you bend your knee fully? | ||
6 | Berapa terukkah kekakuan sendi lutut sebaik sahaja bangun daripada tidur? | s6 |
How severe is your knee joint stiffness after first wakening in the morning? | ||
7 | Berapa terukkah kekakuan sendi lutut anda selepas duduk, terbaring, atau berehat | s7 |
pada lewat petang? | ||
How severe is your knee stiffness after sitting, lying or resting later in the day? | ||
8 | Berapa kerapkah anda mengalami kesakitan sendi lutut? | p1 |
How often do you experience knee pain? | ||
9 | Memusing/ memutar sendi lutut | p2 |
Twisting/pivoting on your knee | ||
10 | Luruskan sendi lutut sepenuhnya | p3 |
Straightening knee fully | ||
11 | Bengkokkan sendi lutut sepenuhnya | p4 |
Bending knee fully | ||
12 | Berjalan atas permukaan datar | p5 |
Walking on flat surface | ||
13 | Naik/ turun tangga | p6 |
Going up or down stairs | ||
14 | Pada waktu malam semasa di atas katil | p7 |
At night while in bed | ||
15 | Duduk atau terbaring | p8 |
Sitting or lying | ||
16 | Berdiri tegak | p9 |
Standing upright | ||
17 | Turun tangga | a1 |
Descending stairs | ||
18 | Naik tangga | a2 |
Ascending stairs | ||
19 | Bangun daripada duduk | a3 |
Rising from sitting | ||
20 | Berdiri | a4 |
Standing | ||
21 | Bongkok ke lantai/ mengutip sesuatu benda | a5 |
Bending to floor/pick up an object | ||
22 | Berjalan atas permukaan datar | a6 |
Walking on flat surface | ||
23 | Memasuki/ keluar dari kereta | a7 |
Getting in/out of car | ||
24 | Pergi membeli-belah | a8 |
Going shopping | ||
25 | Memakai stoking/ sarung kaki | a9 |
Putting on socks/stockings | ||
26 | Bangun dari katil | a10 |
Rising from bed | ||
27 | Menanggalkan stoking/ sarung kaki | a11 |
Taking off socks/stockings | ||
28 | Terbaring atas katil (memusing badan, mengekalkan posisi lutut | a12 |
Lying in bed (turning over, maintaining knee position) | ||
29 | Memasuki/ keluar daripada mandi | a13 |
Getting in/out of bath | ||
30 | Duduk | a14 |
Sitting | ||
31 | Memasuki/ keluar dari tandas | a15 |
Getting on/off toilet | ||
32 | Kerja rumah yang berat (memindahkan kotak berat, memberus lantai, dll) | a16 |
Heavy domestic duties (moving heavy boxes, scrubbing floors, etc) | ||
33 | Kerja rumah yang ringan (memasak, membersihkan habuk,dll) | a17 |
Light domestic duties (cooking, dusting, etc) | ||
34 | Mencangkung | sp1 |
Squatting | ||
35 | Berlari | sp2 |
Running | ||
36 | Melompat | sp3 |
Jumping | ||
37 | Memusing/ memutar sendi lutut anda | sp4 |
Twisting/pivoting on your injured knee | ||
38 | Melutut | sp5 |
Kneeling | ||
39 | Berapa kerapkah anda menyedari masalah sendi lutut anda? | q1 |
How often are you aware of your knee problem? | ||
40 | Adakah anda mengubah cara hidup anda untuk mengelakkan aktiviti yang mungkin | q2 |
mencederakan sendi lutut anda? | ||
Have you modified your life style to avoid potentially damaging activities to your knee? | ||
41 | Berapa banyakkah kesusahan anda akibat kehilangan keyakinan terhadap lutut anda? | q3 |
How much are you troubled with lack of confidence in your knee? | ||
42 | Secara umum, berapa banyakkah anda mengalami kesusahan akibat keadaan lutut anda? | q4 |
In general, how much difficulty do you have with your knee? |
Confirmatory analysis showed that the original five-factor model of the Malay version KOOS (42 items) was not fit (Table IV). Four items (s2, s5, p1, q1) were removed one by one due to low factor loadings, as shown in model I. Further deletion was done (s4, p6, p4, p2, a3) due to low factor loading and high MI. High MI indicates that the respective items are redundant. (model II). Two items were set as free parameter estimates (sp2-sp3) based on high MI in model III. Further item deletion was done due low factor loading and high MI (a10, a16, a1, a2, a5, a9, a11) until the goodness-offit indicators of the final model which consist of 26 items (5-factor model) showed that the model was fit. The goodness of fit indices indicated that the final model had a good construct (CFI = 0.929, TLI = 0.920, IFI = 0.930 and chisquared/degree of freedom = 2.183 and RMSEA = 0.073) (Table IV).
Table IV:
5 Factor Model | RMSEA | CFI | IFI | TLI | X2/df | Actions taken |
---|---|---|---|---|---|---|
Original: | 0.101 | 0.767 | 0.769 | 0.752 | 3.282 | |
(42 items) | ||||||
Model I: | 0.102 | 0.790 | 0.791 | 0.774 | 3.359 | Delete: |
38 items | s2, s5, p1, q1 | |||||
Model II: | 0.970 | 0.837 | 0.838 | 0.825 | 3.126 | Delete: |
33 items | s4, p6, p4 p2, a3 | |||||
Model III | 0.085 | 0.887 | 0.888 | 0.875 | 2.623 | Set as free parameters: |
30 items | sp2-sp3 | |||||
Delete: | ||||||
a10, a16, a1 | ||||||
Final model: | 0.073 | 0.929 | 0.930 | 0.920 | 2.183 | Delete: |
26 items | a2, a5, a9, a11 |
CFI : Comparative Fit Index
TLI : Tucker Lewis Index
IFI : Incremental Fit Index
X2/df : Chi-squared/Degree of freedom
RMSEA : Root Mean Squared Error of Approximation
The final model consists of five constructs: symptoms (four items), pain (five items), ADL (nine items), sport and recreation (five items) and QOL (three items) (Table V) The standardized factor loadings were from 0.6 to 0.8, indicating that all items contributed highly to the construct measures.
Table V:
Construct | Item | Factor loading | Cronbach’s alpha (above 0.7) | CR (above 0.6) | AVE (above 0.5) |
---|---|---|---|---|---|
Symptom | S1 | 0.625 | 0.776 | 0.785 | 0.47 |
S3 | 0.707 | ||||
S6 | 0.727 | ||||
S7 | 0.693 | ||||
Pain | P3 | 0.722 | 0.871 | 0.88 | 0.59 |
P5 | 0.855 | ||||
P7 | 0.807 | ||||
P8 | 0.751 | ||||
P9 | 0.673 | ||||
ADL | A4 | 0.820 | 0.946 | 0.95 | 0.67 |
A6 | 0.854 | ||||
A7 | 0.765 | ||||
A8 | 0.794 | ||||
A12 | 0.806 | ||||
A13 | 0.896 | ||||
A14 | 0.840 | ||||
A15 | 0.829 | ||||
A17 | 0.717 | ||||
Sport | SP1 | 0.828 | 0.932 | 0.92 | 0.71 |
SP2 | 0.801 | ||||
SP3 | 0.833 | ||||
SP4 | 0.842 | ||||
SP5 | 0.908 | ||||
QOL | Q2 | 0.803 | 0.900 | 0.90 | 0.76 |
Q3 | 0.930 | ||||
Q4 | 0.879 |
CR : Construct reliability
AVE: Average variance extracted
The reliability analysis showed that the Cronbach’s alpha coefficient value for each construct was greater than 0.7 (Table V). The CR and AVE of each construct also showed that the final construct had a good measure of reliability (Table V).
Discussion
This is the first study of cross cultural adapting KOOS into Malay version using confirmatory factor analysis. The present study was successfully translated and validated the Malay version of KOOS questionnaire. The Malay translated version was found to be equivalent to the English version. We did not face any major challenges in translating and adapting the English language into the Malay language. However, the two issues were raised about the suitability of the word in two items and the appropriateness of items related to knee pain. This suggest that the Malay version is applicable for use in Malaysian knee osteoarthritis patients.
The Malay version of KOOS was well accepted and demonstrated acceptable psychometric properties with good construct validity in Malaysian patients with knee osteoarthritis. There were a few items that were removed from the domain. However, the results revealed that the final Malay version of KOOS demonstrated good degree of goodness-of-fit and is a reliable assessment tool for knee osteoarthritis in Malaysia.
This is the first study that used confirmatory analysis in the validation analysis of KOOS. CFA is used to verify the factor structure of a measurement instrument. CFA has become more commonly used for construct validation and to provide evidence for convergent and discriminant validity of the theoretical construct17. Most of the items were removed because of low factor loading and significant overlapping (high MI). Removal of these items was shown to improve the fit indices of the model, indicating that perhaps they poorly represented the construct being measured. However, the panel of this study had also reviewed the items before they were removed as they might represent important and meaningful construct as mentioned in a previous validation study. According to Zainuddin et al, the reliability in CFA is measured by construct reliability, average variance extracted and Cronbach’s alpha13. Therefore, in this study, the three analyses of CR, AVE and Cronbach’s alpha are adequate to measures reliability.
Several limitations were encountered. This study was validated among knee osteoarthritis patients in a North East Malaysian state and the findings may also be valid in other states in the country. However, because a large number of items were removed during the study, the KOOS should be administered with caution until cross-validation studies are conducted in other states. Hair et al recommended collection of a new sample and validation upon removal of more than 20 percent of items in a questionnaire11. Another limitation was that this study did not correlate KOOS with other instruments. Therefore, we recommended further research to validate the Malay version of KOOS in other Malaysian states and to correlate it with other instruments such as the Malay version of WOMAC questionnaire.
In conclusion, the five-factor model with 26 items Malay version of KOOS questionnaire demonstrated a good degree of goodness-of-fit and was found to be highly valid and reliable as an assessment tool for symptoms, pain, activity of daily living, sports and recreational activity and quality of life for Malaysian adults suffering from knee osteoarthritis. This questionnaire is considered potentially very useful during an outpatient visit as a quick assessment of knee pain and may also be used to monitor changes of activities in patient with knee osteoarthritis.
Acknowledgement
The authors would like to thank all the physicians, linguists and bilingual translators who had participated in the translation and to all the patients from outpatient clinic and orthopaedic clinic who participated in this study.
Abbreviations
- ADL,
function in daily living;
- Sport & Rec,
sport and recreation;
- QOL,
quality of life;
- CFA,
confirmatory factor analysis;
- CFI,
comparative fit index;
- TLI,
Tucker Lewis index;
- IFI,
incremental fit index;
- RMSEA,
root mean squared error of approximation;
- MI,
modification indices;
- R2,
squared multiple correlation;
- AVE,
average variance extracted;
- CR,
construct reliability.
Funding Sources
Not applicable.
Authors’ Contributions
AAK, MMZ, AE, BKC and ANS designed the study. AAK and MMZ wrote the manuscript, guided in data collection, analyses and interpretation. AE and BKC assisted with writing the manuscript, conducted data collection, analyses and interpretation. ANS critically reviewed the manuscript and provided input for additional analyses and interpretation. All authors have read and approved the final manuscript.
Competing Interest
We declare there is no financial and personal relationship with other people or organizations that could inappropriately influence the research.
Ethics Approval and Consent to Participate
Ethic approval was obtained from the Research Ethics Committee (Human), School of Medical Sciences, Universiti Sains Malaysia for approving this study. [Ref: USMKK/PPP/JEPeM [236.3.(12)].
References
- 1.Rodriguez-Merchan EC. Knee instruments and rating scales designed to measure outcomes. J Orthop Trauma. 2012;13(1):1–6. doi: 10.1007/s10195-011-0177-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Collins NJ, Misra D, Felson DT, Crossley KM, Roos EM. Measures of knee function: International Knee Documentation Committee (IKDC) Subjective Knee Evaluation Form, Knee Injury and Osteoarthritis Outcome Score (KOOS), Knee Injury and Osteoarthritis Outcome Score Physical Function Short Form (KOOS-PS), Knee Outcome Survey Activities of Daily Living Scale (KOS-ADL), Lysholm Knee Scoring Scale, Oxford Knee Score (OKS), Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), Activity Rating Scale (ARS), and Tegner Activity Score (TAS) Arthritis Care Res (Hoboken) 2011;63(11):S208–28. doi: 10.1002/acr.20632. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Roos EM, Lohmander LS. The Knee injury and Osteoarthritis Outcome Score (KOOS): from joint injury to osteoarthritis. Health Qual Life Outcomes. 2003;1:64. doi: 10.1186/1477-7525-1-64. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Bellamy N, Buchanan WW, Goldsmith CH, Campbell J, Stitt LW. Validation study of WOMAC: a health status instrument for measuring clinically important patient relevant outcomes to antirheumatic drug therapy in patients with osteoarthritis of the hip or knee. J Rheumatol. 1988;15(12):1833–40. [PubMed] [Google Scholar]
- 5.Roos EM, Toksvig-Larsen S. Knee injury and Osteoarthritis Outcome Score (KOOS) — validation and comparison to the WOMAC in total knee replacement. Health Qual Life Outcomes. 2003;1:17. doi: 10.1186/1477-7525-1-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Salavati M, Mazaheri M, Negahban H, Sohani SM, Ebrahimian MR, Ebrahimi I et al. Validation of a Persian-version of Knee injury and Osteoarthritis Outcome Score (KOOS) in Iranians with knee injuries. Osteoarthritis Cartilage. 2008;16(10):1178–82. doi: 10.1016/j.joca.2008.03.004. [DOI] [PubMed] [Google Scholar]
- 7.Xie F, Li SC, Roos EM, Fong KY, Lo NN, Yeo SJ et al. Cross-cultural adaptation and validation of Singapore English and Chinese versions of the Knee injury and Osteoarthritis Outcome Score (KOOS) in Asians with knee osteoarthritis in Singapore. Osteoarthritis Cartilage. 2006;14(11):1098–103. doi: 10.1016/j.joca.2006.05.005. [DOI] [PubMed] [Google Scholar]
- 8.Goncalves RS, Cabri J, Pinheiro JP, Ferreira PL. Cross-cultural adaptation and validation of the Portuguese version of the Knee injury and Osteoarthritis Outcome Score (KOOS) Osteoarthritis Cartilage. 2009;17(9):1156–62. doi: 10.1016/j.joca.2009.01.009. [DOI] [PubMed] [Google Scholar]
- 9.Brown TA. New York: The Guilford Press; 2006. Confirmatory factor analysis for applied research. [Google Scholar]
- 10.Altman R, Asch E, Bloch D, Bole G, Borenstein D, Brandt K et al. Development of criteria for the classification and reporting of osteoarthritis. Classification of osteoarthritis of the knee. Diagnostic and Therapeutic Criteria Committee of the American Rheumatism Association. Arthritis Rheum. 1986;29(8):1039–49. doi: 10.1002/art.1780290816. [DOI] [PubMed] [Google Scholar]
- 11.Hair JF, Black WC, Babin BJ, Anderson RE, Tatham RL. New Jersey: Pearson Prentice Hall; 2010. Multivariate Data Analysis. 7th ed. [Google Scholar]
- 12.Roos EM, Roos HP, Ekdahl C, Lohmander LS. Knee injury and Osteoarthritis Outcome Score (KOOS)--validation of a Swedish version. Scand J Med Sci Sports. 1998;8(6):439–48. doi: 10.1111/j.1600-0838.1998.tb00465.x. [DOI] [PubMed] [Google Scholar]
- 13.Zainudin A. Malaysia: MPWS Rich Publication; 2015. SEM Made Simple, A Gentle Approach to Learning Structural Equation Modeling. [Google Scholar]
- 14.Garver MS, Mentzer JT. Logistics research methods: employing structural equation modeling to test for construct validity. J Bus Logist. 1999;20(1):33. [Google Scholar]
- 15.Gefen D, Straub DW, Rigdon EE. An update and extension to SEM guidelines for admnistrative and social science research. MIS Quarterly. 2011;35(2):iii–xiv. [Google Scholar]
- 16.Van de Schoot R, Lugtig P, Hox J. A checklist for testing measurement invariance. Eur J Dev Psychol. 2012;9(4):486–92. [Google Scholar]
- 17.Byrne BM. New York: Taylor and Francis Group; 2010. Structural equation modeling with AMOS: Basic concepts, applications, and programming. 2nd ed. [Google Scholar]