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Kalanjati VP, Hasanatuludhhiyah N, d'Arqom A, Arsyi DH, Marchianti ACN, Muhammad A, Purwitasari D. Sentiment analysis of Indonesian tweets on COVID-19 and COVID-19 vaccinations. F1000Res 2024; 12:1007. [PMID: 38605817 PMCID: PMC11007366 DOI: 10.12688/f1000research.130610.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/12/2024] [Indexed: 04/13/2024] Open
Abstract
Background Sentiments and opinions regarding COVID-19 and the COVID-19 vaccination on Indonesian-language Twitter are scarcely reported in one comprehensive study, and thus were aimed at our study. We also analyzed fake news and facts, and Twitter engagement to understand people's perceptions and beliefs that determine public health literacy. Methods We collected 3,489,367 tweets data from January 2020 to August 2021. We analyzed factual and fake news using the string comparison method. The difflib library was used to measure similarity. The user's engagement was analyzed by averaging the engagement metrics of tweets, retweets, favorites, replies, and posts shared with sentiments and opinions regarding COVID-19 and COVID-19 vaccination. Result Positive sentiments on COVID-19 and COVID-19 vaccination dominated, however, the negative sentiments increased during the beginning of the implementation of restrictions on community activities (PPKM). The tweets were dominated by the importance of health protocols (washing hands, keeping distance, and wearing masks). Several types of vaccines were on top of the word count in the vaccine subtopic. Acceptance of the vaccination increased during the studied period, and the fake news was overweighed by the facts. The tweets were dynamic and showed that the engaged topics were changed from the nature of COVID-19 to the vaccination and virus mutation which peaked in the early and middle terms of 2021. The public sentiment and engagement were shifted from hesitancy to anxiety towards the safety and effectiveness of the vaccines, whilst changed again into wariness on an uprising of the delta variant. Conclusion Understanding public sentiment and opinion can help policymakers to plan the best strategy to cope with the pandemic. Positive sentiments and fact-based opinions on COVID-19, and COVID-19 vaccination had been shown predominantly. However, sufficient health literacy levels could yet be predicted and sought for further study.
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Affiliation(s)
- Viskasari Pintoko Kalanjati
- Department of Anatomy, Histology and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Nurina Hasanatuludhhiyah
- Department of Anatomy, Histology and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Annette d'Arqom
- Department of Anatomy, Histology and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Danial H. Arsyi
- Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | | | - Azlin Muhammad
- Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Diana Purwitasari
- Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia
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Hasanatuludhhiyah N, Visuddho V, Purba AKR, d' Arqom A, Marchianti ACN. An Important Strategy to Improve Adolescent Health Literacy: COVID-19 Modules in High School in Indonesia. J Prev Med Public Health 2023; 56:523-532. [PMID: 37941327 DOI: 10.3961/jpmph.23.113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 10/06/2023] [Indexed: 11/10/2023] Open
Abstract
OBJECTIVES During the second coronavirus disease 2019 (COVID-19) surge, cases increased sharply due to low awareness and compliance with measures to limit disease spread. Health literacy (HL) is an important component of public health initiatives, and schools are potential sources of health education to increase HL via the presentation of COVID-19 educational modules. METHODS This cross-sectional study involved an online questionnaire administered to students from 5 high schools in Surabaya and Sidoarjo, Indonesia, 6-7 weeks after the start of government-issued directives restricting public gatherings. We collected data on each respondent's age, gender, parental education, and socioeconomic variables. HL was determined by the Health Literacy Measure for Adolescents. We additionally measured their attitudes and behaviors related to preventing the spread of COVID-19. The students were asked if they watched the COVID-19 module at school, their feelings about vaccination, and preferred online sources of COVID-19-related information. RESULTS Most of the 432 respondents had viewed COVID-19 modules at school. Module exposure was associated with significantly higher total and domain-specific HL and more positive attitudes toward government-issued COVID-19 restrictions on travel and public gatherings (p<0.05). However, behaviors to prevent COVID-19 spread and vaccine acceptance were not associated with module exposure. Most students chose social media as their source of COVID-19-related information. CONCLUSIONS Schools can provide information to increase adolescents' HL and the public's support for health initiatives to prevent or limit the spread of COVID-19.
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Affiliation(s)
- Nurina Hasanatuludhhiyah
- Department of Anatomy, Histology, and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Visuddho Visuddho
- Medical Program, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Abdul Khairul Rizki Purba
- Department of Anatomy, Histology, and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Annette d' Arqom
- Department of Anatomy, Histology, and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
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Kalanjati VP, Hasanatuludhhiyah N, d'Arqom A, Muhammad A, Marchianti ACN, Arsyi DH, Permana PBD, Susila IMDYP, Pratiwi OG, Purwitasari D. Health literacy on COVID-19 and COVID-19 vaccinations in Indonesia. F1000Res 2022; 11:1296. [PMID: 36636472 PMCID: PMC9811029 DOI: 10.12688/f1000research.125551.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/21/2022] [Indexed: 12/24/2022] Open
Abstract
Introduction: Health literacy on the coronavirus disease 2019 (COVID-19) affects people's capability to ascertain their health and health care quality during the pandemic. The objective of this study was to determine the levels of health literacy about COVID-19 vaccines and vaccinations (Vaccines and Vaccinations literacy-VL) in the Indonesian adult general population, assessing the perceptions of the respondents about current adult immunization and beliefs about vaccinations in general, and analyzing correlations of these variables with the VL levels. Methods: A cross-sectional study using a rapid survey was administered via the Internet. Data were analyzed using descriptive and inferential statistics; the internal consistency of the VL scales was evaluated using Cronbach's alpha coefficient; the inter-correlation between the functional and interactive-critical VL questions, the underlying components (factors) and each question's load on the components were identified using a Principal Component Analysis (PCA). An alpha level lesser than 0.05 was considered significant. Results: Responses to functional- and interactive/ critical- VL questions were acceptable and showed internal consistency (Cronbach's alpha = 0.817 and 0.699, respectively), lowest values observed were 0.806 for functional scale and 0.640 for the interactive-critical scale. The PCA demonstrated that there were two components accounting for 52.45% of the total variability. Approximately 60% of respondents were females (n=686). Almost all respondents used the internet to seek information regarding COVID-19 and COVID-19 vaccinations. Many used at least one social media actively with 74.4% of respondents sometimes believing the validity of this information. Conclusions: High scores were observed in both functional- and interactive/ critical-VL, and were quite in a balance between sexes in the prior VL and higher in females for the latter; these were also closely related to the educational level and age group. It is crucial to increase public health literacy in managing the pandemic.
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Affiliation(s)
- Viskasari P. Kalanjati
- Department of Anatomy, Histology and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia,
| | - Nurina Hasanatuludhhiyah
- Department of Anatomy, Histology and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Annette d'Arqom
- Department of Anatomy, Histology and Pharmacology, Faculty of Medicine Universitas Airlangga, Surabaya, Indonesia
| | - Azlin Muhammad
- Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, 56000, Malaysia
| | - Ancah Caesarina Novi Marchianti
- Public Health Division, Faculty of Medicine Universitas Jember, Kalimantan Street No. 37, Kampus Tegalboto, Jember, East Java, 68121, Indonesia
| | - Danial Habri Arsyi
- Faculty of Medicine, Universitas Airlangga, Street no. 47, Surabaya, East Java, 60132, Indonesia
| | | | | | - Octaviana Galuh Pratiwi
- Faculty of Medicine, Universitas Airlangga, Street no. 47, Surabaya, East Java, 60132, Indonesia
| | - Diana Purwitasari
- Department of Informatics, Institut Teknologi Sepuluh Nopember, Teknik Informatika Department Building, Sukolilo, Surabaya, 60111, Indonesia
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Marchianti ACN, Rachmawati DA, Astuti ISW, Raharjo AM, Prasetyo R. THE IMPACT OF KNOWLEDGE, ATTITUDE AND PRACTICE OF EATING BEHAVIOR ON STUNTING AND UNDERNUTRITION IN CHILDREN IN THE AGRICULTURAL AREA OF JEMBER DISTRICT, INDONESIA. JBE 2022. [DOI: 10.20473/jbe.v10i22022.140-150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Background: Indonesia as an agricultural country is still having nutritional problems (stunting and undernutrition) caused by mothers’ lack of knowledge, attitude and practice of eating behavior. Purpose: This research aims to investigate the impact of knowledge, attitude, and practice of eating behavior of mothers of children under five on stunting and undernutrition prevalence in the agricultural communities in Jember. Methods: This cross-sectional research used questionnaires as a method to collect data from respondents i.e. mothers who have toddlers about the knowledge, attitudes and practice of eating behavior. The research was conducted in 2018-2019 in Jember. A total of 414 respondents who met the inclusion criteria (those resided in the study area and were willing to participate in this study) were chosen through random sampling. The data were then analyzed by using Spearman rho’s test to search the effect of the knowledge and attitudes of the mothers of under fives toward stunting and undernutrition. While eating behavior was described based on the results of interviews with respondents on 2x24 hours of food recall and food frequency questionnaires. Results: This study showed that knowledge and attitudes of mothers regarding eating behavior were related to the occurrence of stunting (p = 0.01; p = 0.04) and malnutrition (p = 0.04), except for the attitude variable towards malnutrition (p = 0.81). Data analysis results regarding eating behavior showed that there was still a lack of fulfillment of certain nutrients, both macronutrients (fiber) and micronutrients (Vitamin B1, Vitamin C, Vitamin E, Potassium, Sodium, Calcium and Folic Acid.) to the RDA reference which was recorded as severe deficiency in 60-97% of children under five. Conclusion: Adequate knowledge and attitudes of mothers of diet can be a factor that prevents nutritional problems (stunting and malnutrition). The consumption pattern assessed showed that there was still a lack of fulfillment of certain nutrients both macro (fiber) and micronutrients against RDA reference. Further research needs to be done to explore the right promotive and prevention approach based on the lack of nutrition found in each area.
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Safitri RG, Marchianti ACN, Indreswari L. Good Knowledge of COVID-19 Increased Preventive Behavior on Last Year Undergraduate Medical Students at University of Jember, East Java, Indonesia. J HEALTH PROMOT BEHAV 2021. [DOI: 10.26911/thejhpb.2021.06.02.02] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Eka noveyani A, Caesarina Novi Marchianti A, Wulandari P. Hygiene Sanitasi Lingkungan dalam Potensi Pembentukan Kader Sehat Mandiri Pesantren Nuris Jember. JHS 2020. [DOI: 10.33086/jhs.v13i2.1484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
Latar belakang: Pondok pesantren merupakan tempat berkumpulnya para santri dari berbagai daerah. Tempat ini dikenal memiliki banyak problematika kesehatan, mulai dari kebersihan diri hingga kebersihan lingkungan. Kebersihan lingkungan sekitar maupun di dalam kamar ditentukan oleh kebiasaan sehari-hari santri. Kurangnya kepedulian dalam menjaga kebersihan lingkungan dapat berisiko munculnya penyakit, diantaranya scabies (gudik).
Tujuan: untuk mengetahui pengetahuan, sikap dan perilaku santri di kawasan pondok terkait kejadian scabies sebagai analisis dasar pemberian training kader kesehatan.
Metode: Ini merupakan jenis penelitian deskriptif kuantitatif dengan pengumpulan data wawancara terstruktur dengan kuesioner. Sampel penelitian ini adalah siswa-siswi SMA/MA Unggulan Nuris yang tergabung dalam ekstrakurikuler PMR. Penelitian dilakukan Oktober-November 2019 di SMA/MA Unggulan Nuris Jember.
Hasil: Hasil studi ini menunjukkan bahwa sebagian besar responden memiliki pengetahuan yang baik terkait kebersihan diri dan lingkungan. Juga sebagian besar sikap mereka cenderung setuju terhadap aktivitas kebersihan diri dan lingkungan. Namun, dalam hasil perilaku/kebiasaan sehari-hari mereka, terdapat beberapa hal yang perlu menjadi perhatian. Sebagian besar (73%) santri saling meminjam sarung/kerudung dengan temannya; dan sebagian besar (57%) masih sesekali saling pinjam pakaian dengan temannya; juga masih ada yang saling meminjam peralatan mandi pribadi seperti sabun mandi, sikat gigi, dan handuk; hampir sebagian (43%) siswa menggunakan pakaian yang sama lebih dari 1 hari; hampir sebagian (47%) juga tidak mandi setelah beraktivitas/berolahraga; dan hampir sebagian (47%) hanya sesekali menebah tempat tidur saat setelah maupun hendak ditiduri. Oleh karena itu kebiasaan tersebut perlu diubah. Perilaku dapat diubah dengan adanya keteladanan dari sesama santri yang ditunjuk menjadi kader kesehatan agar santri tahu, mau dan mampu hidup bersih dan sehat. Selanjutnya dilakukan training terhadap anggota PMR yang kemudian menjadi kader kesehatan dalam upaya pengendalian kebersihan lingkungan dan menekan angka kejadian scabies di pondok pesantren.
Kesimpulan dan rekomendasi: meskipun memiliki pengetahuan dan sikap yang cukup baik, namun beberapa perilaku santri masih berpotensi dalam meningkatnya kejadian scabies atau penyakit kulit lainnya. Diharapkan ada pemantauan berkala terhadap kebersihan lingkungan dan perilaku santri setelah dilakukan training dan dibentuknya kader kesehatan.
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Marchianti ACN, Sakinah EN, Elfiah U, Putri NKS, Wahyuliswari DI, Maulana M, Ulfa EU. Gel formulations of Merremia mammosa (Lour.) accelerated wound healing of the wound in diabetic rats. J Tradit Complement Med 2019; 11:38-45. [PMID: 33511060 PMCID: PMC7817712 DOI: 10.1016/j.jtcme.2019.12.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 12/01/2019] [Accepted: 12/08/2019] [Indexed: 01/24/2023] Open
Abstract
Background and aim The treatment of diabetic ulcers is difficult because of defective blood vessels and frequent co-occurrence of bacterial infections. In a previous study, we found a water fraction of Merremia mammosa (Lour.) (Mm(Lour.)) had beneficial effects on wound healing in diabetic rats. This study aimed to evaluate the influence of different gelling agents added to Mm(Lour.) water fraction gel on wound healing treatment in diabetic rats. Experimental procedure Diabetic Wistar rats were divided into the following five groups: 1. positive control (Neomycin Sulfate 0.5% and Placenta Extract 10%), 2. negative control (distilled water), and 10% water fraction of Mm(Lour.) extract in 3. HPMC, 4. Carbopol, and 5. CMC Na gelling agents. The wound was made by the Morton method and treatment applied every other day for 25 days, then the wound healing process was observed. Data were observed and analysed using appropriate statistic tools. Results Histopathology observation, VEGF expression and hydroxyproline levels showed a significant acceleration of wound healing in all treatment groups compared to the negative control group. This study showed all of Mm(Lour.) gel formulations could restore the delayed healing process on wound in diabetic rats and were equally effective in accelerating wound healing. CMC Na was the most preferable because it did not irritate. Conclusion The results suggest that Mm(Lour.) water fraction in CMC Na gelling agent provided an option to be developed as a topical drug on diabetic wound healing treatment, showed by enhancement of collagen synthesis and angiogenesis. Merremia mammosa (Lour.) gel accelerated wound healing in the diabetic rat model. Negative-control and each other groups had significant different healing. Positive-control and treatment groups had insignificant different healing. The safest and suggested gelling agent as a topical drug was CMC Na.
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Affiliation(s)
- Ancah Caesarina Novi Marchianti
- Department of Public Health, Faculty of Medicine, University of Jember, Jalan Kalimantan No.37, Jember, 68121, Indonesia
- Corresponding author.
| | - Elly Nurus Sakinah
- Department of Pharmacology, Faculty of Medicine, University of Jember, Jalan Kalimantan No.37, Jember, 68121, Indonesia
| | - Ulfa Elfiah
- Department of Anatomy, Faculty of Medicine, University of Jember, Jalan Kalimantan No.37, Jember, 68121, Indonesia
| | | | | | - Mizan Maulana
- Faculty of Medicine, University of Jember, Jalan Kalimantan No.37, Jember, 68121, Indonesia
| | - Evi Umayah Ulfa
- Department of Pharmaceutical Biology, Faculty of Pharmacy, University of Jember, Jalan Kalimantan No.37, Jember, 68121, Indonesia
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Marchianti ACN, Christanti FD, Riyanti R. Industrial tobacco dusts’ exposure chronic impacts on workers’ health. Eur J Public Health 2016. [DOI: 10.1093/eurpub/ckw174.149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Arimura E, Pulong WP, Marchianti ACN, Nakakuma M, Abe M, Ushikai M, Horiuchi M. Deteriorated glucose metabolism with a high-protein, low-carbohydrate diet in db mice, an animal model of type 2 diabetes, might be caused by insufficient insulin secretion. Eur J Nutr 2015; 56:237-246. [PMID: 26497335 DOI: 10.1007/s00394-015-1075-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2015] [Accepted: 10/08/2015] [Indexed: 12/18/2022]
Abstract
PURPOSE We previously showed the deleterious effects of increased dietary protein on renal manifestations and glucose metabolism in leptin receptor-deficient (db) mice. Here, we further examined its effects on glucose metabolism, including urinary C-peptide. We also orally administered mixtures corresponding to low- or high-protein diets to diabetic mice. METHODS In diet experiments, under pair-feeding (equivalent energy and fat) conditions using a metabolic cage, mice were fed diets with different protein content (L diet: 12 % protein, 71 % carbohydrate, 17 % fat; H diet: 24 % protein, 59 % carbohydrate, 17 % fat) for 15 days. In oral administration experiments, the respective mixtures (L mixture: 12 % proline, 71 % maltose or starch, 17 % linoleic acid; H mixture: 24 % proline, 59 % maltose or starch, 17 % linoleic acid) were supplied to mice. Biochemical parameters related to glucose metabolism were measured. RESULTS The db-H diet mice showed significantly higher water intake, urinary volume, and glucose levels than db-L diet mice but similar levels of excreted urinary C-peptide. In contrast, control-H diet mice showed significantly higher C-peptide excretion than control-L diet mice. Both types of mice fed H diet excreted high levels of urinary albumin. When maltose mixtures were administered, db-L mixture mice showed significantly higher blood glucose after 30 min than db-H mixture mice. However, db mice administered starch-H mixture showed significantly higher blood glucose 120-300 min post-administration than db-L mixture mice, although both groups exhibited similar insulin levels. CONCLUSIONS High-protein, low-carbohydrate diets deteriorated diabetic conditions and were associated with insufficient insulin secretion in db mice. Our findings may have implications for dietary management of diabetic symptoms in human patients.
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Affiliation(s)
- Emi Arimura
- Major in Food and Nutrition, Department of Life and Environmental Science, Kagoshima Prefectural College, 1-52-1 Shimo-Ishiki, Kagoshima, 890-0005, Japan
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan
| | - Wijang Pralampita Pulong
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan
| | - Ancah Caesarina Novi Marchianti
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan
- Medical Faculty of Jember University, Kalimantan Street 37, East Java, Indonesia
| | - Miwa Nakakuma
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan
- Takata Hospital, 5-1 Horie-cho, Kagoshima, 892-0824, Japan
| | - Masaharu Abe
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan
| | - Miharu Ushikai
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan
| | - Masahisa Horiuchi
- Department of Hygiene and Health Promotion Medicine, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.
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