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Rotejanaprasert C, Thanutchapat P, Phoncharoenwirot C, Mekchaiporn O, Chienwichai P, Maude RJ. Investigating the spatiotemporal patterns and clustering of attendances for mental health services to inform policy and resource allocation in Thailand. Int J Ment Health Syst 2024; 18:19. [PMID: 38725054 PMCID: PMC11080131 DOI: 10.1186/s13033-024-00639-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 04/25/2024] [Indexed: 05/13/2024] Open
Abstract
BACKGROUND Mental illness poses a substantial global public health challenge, including in Thailand, where exploration of access to mental health services is limited. The spatial and temporal dimensions of mental illness in the country are not extensively studied, despite the recognized association between poor mental health and socioeconomic inequalities. Gaining insights into these dimensions is crucial for effective public health interventions and resource allocation. METHODS This retrospective study analyzed mental health service utilization data in Thailand from 2015 to 2023. Temporal trends in annual numbers of individuals visiting mental health services by diagnosis were examined, while spatial pattern analysis employed Moran's I statistics to assess autocorrelation, identify small-area clustering, and hotspots. The implications of our findings for mental health resource allocation and policy were discussed. RESULTS Between 2015 and 2023, mental health facilities documented a total of 13,793,884 visits. The study found anxiety, schizophrenia, and depression emerged as the top three illnesses for mental health visits, with an increase in patient attendance following the onset of the COVID-19 outbreak. Spatial analysis identified areas of significance for various disorders across different regions of Thailand. Positive correlations between certain disorder pairs were found in specific regions, suggesting shared risk factors or comorbidities. CONCLUSIONS This study highlights spatial and temporal variations in individuals visiting services for different mental disorders in Thailand, shedding light on service gaps and socioeconomic issues. Addressing these disparities requires increased attention to mental health, the development of appropriate interventions, and overcoming barriers to accessibility. The findings provide a baseline for policymakers and stakeholders to allocate resources and implement culturally responsive interventions to improve mental health outcomes.
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Affiliation(s)
- Chawarat Rotejanaprasert
- Department of Tropical Hygiene, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand.
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand.
| | - Papin Thanutchapat
- Princess Srisavangavadhana College of Medicine, Chulabhorn Royal Academy, Bangkok, Thailand
- Department of Computer Engineering, Faculty of Engineering, King Mongkut's University of Technology Thonburi, Bangkok, Thailand
| | - Chiraphat Phoncharoenwirot
- Princess Srisavangavadhana College of Medicine, Chulabhorn Royal Academy, Bangkok, Thailand
- Department of Computer Engineering, Faculty of Engineering, King Mongkut's University of Technology Thonburi, Bangkok, Thailand
| | - Ornrakorn Mekchaiporn
- Princess Srisavangavadhana College of Medicine, Chulabhorn Royal Academy, Bangkok, Thailand
- Department of Computer Engineering, Faculty of Engineering, King Mongkut's University of Technology Thonburi, Bangkok, Thailand
| | - Peerut Chienwichai
- Princess Srisavangavadhana College of Medicine, Chulabhorn Royal Academy, Bangkok, Thailand
| | - Richard J Maude
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- The Open University, Milton Keynes, UK
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Udplong A, Apidechkul T, Srichan P, Mulikaburt T, Wongnuch P, Kitchanapaibul S, Upala P, Chomchoei C, Yeemard F, Tamornpark R, Singkhorn O. Drivers, facilitators, and sources of stigma among Akha and Lahu hill tribe people who used methamphetamine in Thailand: a qualitative approach. BMC Public Health 2022; 22:642. [PMID: 35366833 PMCID: PMC8976508 DOI: 10.1186/s12889-022-13094-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 03/28/2022] [Indexed: 11/16/2022] Open
Abstract
Background The stigma related to drug use has several impacts, including effects on users’ physical and mental health. Methamphetamine is a major drug that is used among hill tribes living in the border areas of Thailand and Myanmar. This study aimed to understand the drivers, facilitators, sources and outcomes of the stigma surrounding drug use, including the expectations among Akha and Lau hill tribe people who use methamphetamine in Thailand. Methods Qualitative data were used to elicit information from key informants and members of the hill tribes who used methamphetamine. The questionnaire was developed from a literature review and tested for validity before use. In-depth interviews were used to confidentially gather information from the participants in private rooms in villages. Each interview lasted 45 min, and a thematic analysis was conducted to examine the findings. Results A total of 46 participants were recruited to provide information; 95.7% were male, and 50.0% were aged 15–34 years. The majority were married (47.8%), 76.1% were Christian, and 45.7% graduated high school. Six drivers of stigma were detected: being poor, illiterate, unemployed, working aged, female, and married. Culture and tribe acted as facilitators of the stigma attached to methamphetamine use. Four sources of stigma were found: self, family members, peers, and community members. Three outcomes of stigma were determined: poor physical health, mental health, and relationships with others. There were four levels of expectations: no expectations, expectations for themselves, expectations for their family members, and expectations for their community members. Conclusions Many personal traits, people living nearby, and socioeconomic factors, including culture and tribes, act as drivers, facilitators, and sources of stigma among hill tribe people who use methamphetamine. A program to reduce methamphetamine use among hill tribes should be implemented, which could eventually minimize stigma. Supplementary Information The online version contains supplementary material available at 10.1186/s12889-022-13094-z.
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Singkhorn O, Apidechkul T, Pitchalard K, Moonpanane K, Hamtanon P, Sunsern R, Leaungsomnapa Y, Thepsaw J. Prevalence of and factors associated with depression in the hill tribe population aged 40 years and older in northern Thailand. Int J Ment Health Syst 2021; 15:62. [PMID: 34193228 PMCID: PMC8243443 DOI: 10.1186/s13033-021-00487-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2020] [Accepted: 06/23/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Depression is globally recognized as a major mental health problem in all age categories, particularly among those living in poor economic conditions and with low levels of education, including the hill tribe people in northern Thailand. METHODS This cross-sectional study aimed to estimate the prevalence of depression and determine the factors associated with depression in the hill tribe population aged 40 and over in northern Thailand. Hill tribe people who lived in the selected villages and met the inclusion criteria were invited to participate in the study. A validated questionnaire and the Patient Health Questionnaire-9 (PHQ-9) were used for data collection. An interview was conducted in a private and confidential room in the selected villages between January and April 2019. Logistic regression was used to determine the factors associated with depression at a significance level of α = 0.05. RESULTS A total of 601 participants were recruited into the study. More than half (64.23%) were women, 46.76% were Akha, 61.90% were aged 40-59 years, and 76.37% were married. Half of the participants were Christian (57.07%) and had no monthly income (51.25%), and 85% were illiterate. The overall prevalence of depression was 39.10%: 75.74% had mild depression, 17.88% had moderate depression, and 6.38% had severe depression. In the multivariate model, three variables were found to be associated with depression: being female, having a history of substance abuse, and experiencing stress six months prior. Compared to men, women were 2.09 times (95% CI 1.30-3.35) more likely to have depression. Those who had a history of substance abuse were more likely to have depression than those who did not have a history of substance abuse (AOR = 1.97; 95% CI 1.25-3.10). Those who had a history of stress in the prior 6 months were more likely to have depression than those who did not (AOR = 6.43; 95% CI 4.20-9.85). CONCLUSION Public health screening programs to identify depression in the hill tribe population are urgently needed, particularly for women, those who have abused psychoactive substances, and those who have experienced stress.
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Affiliation(s)
- Onnalin Singkhorn
- School of Nursing, Mae Fah Luang University, Chiang Rai Province, Thailand
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Laung University, Chiang Rai Province, Thailand
| | - Tawatchai Apidechkul
- School of Health Science, Mae Fah Luang University, Chiang Rai Province, Thailand
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Laung University, Chiang Rai Province, Thailand
| | | | | | - Pawadee Hamtanon
- Boromarajonani College of Nursing, Nakhon Si Thammarat, Thailand
| | - Rachanee Sunsern
- School of Health Science, Mae Fah Luang University, Chiang Rai Province, Thailand
| | | | - Jintana Thepsaw
- School of Nursing, Mae Fah Luang University, Chiang Rai Province, Thailand
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Panjaphothiwat N, Tamornpark R, Apidechkul T, Seeprasert P, Singkhorn O, Upala P, Thutsanti P, Yeemard F, Sunsern R. Factors associated with domestic violence in the Lahu hill tribe of northern Thailand: A cross-sectional study. PLoS One 2021; 16:e0248587. [PMID: 33720967 PMCID: PMC7959343 DOI: 10.1371/journal.pone.0248587] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 03/02/2021] [Indexed: 11/20/2022] Open
Abstract
Background Domestic violence significantly affects physical and mental health, particularly among children, women, and the elderly. Living in certain family environments could lead to victimization by domestic violence, especially among families with a poor socioeconomic status, such as the Lahu hill tribe people in Thailand. This study aimed to estimate the prevalence of and determine the factors associated with domestic violence among Lahu children, women, and the elderly. Methods A cross-sectional study was conducted of participants who belonged to the Lahu hill tribe and lived in 20 selected villages in Chiang Rai Province, Thailand. A validated questionnaire was used to collect personal information and information regarding experiences related to domestic violence in the past year from children (aged 5–15 years), women (aged 16–59 years), and the elderly (aged 60 years and over). A binary logistic regression was used to detect associations between the variables. Results A total of 646 participants were recruited into the study, specifically, 98 children aged 5–15 years, 430 women aged 16–59 years, and 118 elderly people. Children who smoked (AOR = 8.70; 95%CI = 1.27–59.45) had greater odds of experiencing domestic violence than children who did not smoke. Women who had a role as a family member (AOR = 1.59; 95%CI = 1.02–2.50), used alcohol (AOR = 3.36; 95%CI = 2.27–4.99), lived in a family with financial problems (AOR = 4.01; 95%CI = 2.52–7.66), and lived with a family member who uses alcohol (AOR = 2.87; 95%CI = 2.20–5.63) had greater odds of suffering domestic violence than women who did not share these characteristics. The elderly who used alcohol (AOR = 3.25, 95%CI = 1.08–9.81), lived with a family member who uses alcohol (AOR = 3.31; 95%CI = 1.26–7.34), or lived in a family with financial problems in the past year (AOR = 2.16; 95%CI = 1.16–8.77) had greater odds of facing domestic violence than the elderly who did not have these characteristics. Conclusion Family financial problems and substance use are associated with domestic violence in Lahu families in Thailand. Health interventions to reduce the use of substances, including training programs to respond to domestic violence, should be promoted for Lahu children, women, and the elderly.
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Affiliation(s)
| | - Ratipark Tamornpark
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Lung University, Chiang Rai, Thailand
| | - Tawatchai Apidechkul
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Lung University, Chiang Rai, Thailand
- * E-mail:
| | | | | | - Panupong Upala
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Lung University, Chiang Rai, Thailand
| | - Phitnaree Thutsanti
- Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Fartima Yeemard
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
| | - Rachanee Sunsern
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
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Seeprasert P, Tamornpark R, Apidechkul T, Panjaphothiwat N, Singkhorn O, Upala P, Sunsern R. Associations between sexual violence, domestic violence, neglect, and alcohol consumption among Lahu hill tribe families in northern Thailand. WOMEN'S HEALTH 2021; 17:17455065211065863. [PMID: 34903111 PMCID: PMC8679051 DOI: 10.1177/17455065211065863] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Background: Domestic violence is one of the largest silent problems in the world. Women, children, and elderly individuals often fall victims to family members who use alcohol. However, there is lack of scientific evidence on alcohol consumption and domestic violence among Lahu hill tribe families. Objectives: The objective of this study was to investigate the prevalence of family violence, violence against women, and alcohol-related harm to children and elderly individuals and to determine the correlations between alcohol consumption and family violence among Lahu tribe families in northern Thailand. Method: A cross-sectional study was applied to collect data from participants living in 10 randomly selected villages from the list of Lahu villages in Chiang Rai Province, Thailand. A validated questionnaire and the Alcohol Use Disorders Identification Test were used to collect information from the participants in private and confidential rooms at a community hall between March and August 2019. Data were described and tested for correlation at the significance levels of α = 0.05 and 0.01. Findings: A total of 350 of 719 recruited Lahu families participated in the study (response rate = 48.7%). Among female participants, 22.3% reported history of sexual harassment and 4.1% had been forced to have sex. Children and elderly individuals reported several experiences with people who had used alcohol in the past year; 6.4% had been left to live alone, 5.0% experienced financial neglect, and 1.8% had been neglected while sick. In a correlation analysis, it was found that age (r = –0.02, p value < 0.009), education (r = 0.15, p value < 0.047), marital status (r = 0.25, p value < 0.001), and religion (r = 0.20, p value < 0.008) were significantly correlated with verbal arguments among family members. Experience of sexual harassment was correlated with the presence of a drinker in the family (r = 0.22, p value < 0.001). Conclusion: Government and relevant agencies should cooperate to reduce the consumption of alcohol among Lahu men. Moreover, a specific training program to personally improve one’s skill in responding to domestic violence among children, women, and elderly individuals should also be developed and implemented in Lahu communities.
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Affiliation(s)
| | - Ratipark Tamornpark
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Luang University, Chiang Rai, Thailand
| | - Tawatchai Apidechkul
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Luang University, Chiang Rai, Thailand
| | | | | | - Panupong Upala
- Center of Excellence for the Hill Tribe Health Research, Mae Fah Luang University, Chiang Rai, Thailand
| | - Rachanee Sunsern
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
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Apidechkul T. Sexual behaviors and seroprevalence of HIV, HBV, and HCV among hill tribe youths of Northern Thailand. BMC Public Health 2019; 19:1101. [PMID: 31412838 PMCID: PMC6693098 DOI: 10.1186/s12889-019-7459-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Accepted: 08/08/2019] [Indexed: 12/28/2022] Open
Abstract
Background Sexual behaviors reflect the degree of exposure to human immunodeficiency virus (HIV), hepatitis B virus (HBV), and hepatitis C virus (HCV), especially in people in sexually active stages, such as youths. Hill tribe people have their own cultures, beliefs and lifestyles related to their behaviors, including sexual behaviors, which may lead to HIV, HBV, and HCV infections, especially among youths. The study aimed to examine sexual behaviors and assess the seroprevalence of HIV, HBV, and HCV among hill tribe youths. Methods A cross-sectional study was conducted. The participants were recruited from 60 randomly selected hill tribe villages in Chiang Rai Province, Thailand. A validated questionnaire and 5 mL blood specimens were used to collect data. Data were collected by a self-reporting method. Rapid immunochromatographic tests were used to detect hepatitis B surface antibody (anti-HBs), hepatitis B surface antigen (HBsAg), hepatitis C antibody (anti-HCV), and human immunodeficiency virus antibody-I and- II (anti-HIV-1 and -2). Chi-square and Fisher’s exact test were used to detect the associations between variables. Results A total of 1325 participants were recruited for the analysis. The majority were females (60.5%) and aged 15–17 years (58.9%). A total of 14.5% smoked, 22.4% drank alcohol, 14.2% were tattooed, and 61.4% had their ears pierced. Among the 30.3% who had sexual experience, 42.0% experienced one-night stands, 26.9% had sexual contact with a prostitute within 1 year prior to the study, 18.9% used alcohol prior to having sexual intercourse, and 15.7% had been tested for HIV/AIDS previously. Among males, 11.5% were males who had sex with males (MSM), and 4.6% were bisexual. Among females, 83.0% were females who had sex with males, and 5.0% were females who had sex with females. Different sexes and tribes were found to have significantly different risk behaviors and sexual behaviors, such as overall males having a greater proportion of sexual experience than females, and Lahu, Akha and Hmong had a higher proportion of sexual experience, having sexual experience with one-night stands, and having sexual experience with a prostitute 1 year prior to the study than others. Among the 836 obtained blood samples, none were positive for anti-HIV-I and -II, 6.4% were positive for anti-HBs, 1.9% were positive for HBsAg, and 0.2% were positive for anti-HCV. Conclusion Hill tribe youths in Thailand are at risk of STIs such as HBV and HCV infections according to their risk behaviors and sexual behaviors, which differ between sexes and tribes. Effective behavioral interventions should be promoted among hill tribe youths to minimize the risk for these diseases in the future.
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Affiliation(s)
- Tawatchai Apidechkul
- Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Thailand. .,School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand.
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Singkorn O, Apidechkul T, Putsa B, Detpetukyon S, Sunsern R, Thutsanti P, Tamornpark R, Upala P, Inta C. Factor associated with alcohol use among Lahu and Akha hill tribe youths, northern Thailand. SUBSTANCE ABUSE TREATMENT PREVENTION AND POLICY 2019; 14:5. [PMID: 30678692 PMCID: PMC6346547 DOI: 10.1186/s13011-019-0193-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Accepted: 01/14/2019] [Indexed: 11/10/2022]
Abstract
BACKGROUND Alcohol use impacts several dimensions, including physical health, mental health, families, and social interactions. This study aimed to estimate the prevalence and to determine the factors associated with alcohol use among Akha and Lahu hill tribe youths in Chiang Rai, Thailand. METHODS An analytic cross-sectional design was applied to obtain key data on these associations. The study sample was Akha and Lahu hill tribe youths aged 15-24 years who lived in 30 selected hill tribe villages. A questionnaire was developed from an in-depth interview and group discussion and tested for validation and reliability before use. Descriptive statistics were used to demonstrate the general characteristics, and Chi-square test and logistic regression were used to detect associations between variables at α=0.05. RESULTS A total of 737 subjects were recruited into the study, of whom 50.0% were Lahu. The average age was 17.9 years, 80.7% were single, 71.1% were Christian, 65.9% graduated secondary school, and 65.7% had their major source of income from their parents. Overall, 17.3% smoked and 45.0% drank alcohol. Among the drinkers, 79.8% drank beer, 61.5% started drinking at an age of 15-19 years, 86.8% had drank for < 5 years, 42.5% were persuaded to drink by their peers, 20.2% suffered an accident after alcohol use, and 17.2% had experienced unsafe sex after drinking alcohol. In the multiple logistic regression, six variables were associated with alcohol use among the Akha and Lahu youths. Males had greater odds of alcohol use than females (ORadj = 3.50, 95% CI = 2.24-5.47). Buddhists had greater odds of alcohol use than Christians (ORadj = 1.88, 95% CI = 1.17-3.04). Participants who were unemployed, employed, and in other categories of occupation had greater odds of alcohol use than those who were students (ORadj = 2.20, 95% CI = 1.23-3.92; ORadj = 6.89, 95% CI = 3.38-13.89; and ORadj = 2.96, 95% CI = 1.01-8.59, respectively). Participants whose fathers were daily wage workers had greater odds of alcohol use (ORadj = 2.89; 95% CI = 1.23-6.79) than those whose parents worked in agriculture, and those whose fathers used alcohol had greater odds of alcohol use than those whose fathers did not use alcohol (ORadj = 2.17, 95% CI = 1.40-3.35). Finally, those who had 6-10 and ≥ 11 close friends living in the same village who used alcohol had greater odds of alcohol use (ORadj = 8.51, 95% CI = 3.10-23.3; and ORadj = 3.84, 95% CI = 1.15-12.77, respectively). CONCLUSION To reduce the initiation of alcohol use among Akha and Lahu youths, public health intervention programs should focus on males who are not attending school and should be implemented for both their family members and peers.
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Affiliation(s)
- Onnalin Singkorn
- School of Nursing, Mae Fah Luang University, Chiang Rai, Thailand.,Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Chiang Rai Province, Thailand
| | - Tawatchai Apidechkul
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand. .,Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Chiang Rai Province, Thailand.
| | - Bukhari Putsa
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
| | | | - Rachanee Sunsern
- School of Health Science, Mae Fah Luang University, Chiang Rai, Thailand
| | - Phitnaree Thutsanti
- Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Chiang Rai Province, Thailand
| | - Ratipark Tamornpark
- Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Chiang Rai Province, Thailand
| | - Panupong Upala
- Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Chiang Rai Province, Thailand
| | - Chadaporn Inta
- Center of Excellence for the Hill tribe Health Research, Mae Fah Laung University, Chiang Rai, Chiang Rai Province, Thailand
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