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Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study
BACKGROUND: The prevalence of non-communicable diseases is increasing throughout the world, including developing countries. OBJECTIVE: The intent was to conduct a study of a preventive medical service in a developing country, combining eHealth checkups and teleconsultation as well as assess stratifi...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications Inc.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4327441/ https://www.ncbi.nlm.nih.gov/pubmed/25630348 http://dx.doi.org/10.2196/jmir.3705 |
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author | Nohara, Yasunobu Kai, Eiko Ghosh, Partha Pratim Islam, Rafiqul Ahmed, Ashir Kuroda, Masahiro Inoue, Sozo Hiramatsu, Tatsuo Kimura, Michio Shimizu, Shuji Kobayashi, Kunihisa Baba, Yukino Kashima, Hisashi Tsuda, Koji Sugiyama, Masashi Blondel, Mathieu Ueda, Naonori Kitsuregawa, Masaru Nakashima, Naoki |
author_facet | Nohara, Yasunobu Kai, Eiko Ghosh, Partha Pratim Islam, Rafiqul Ahmed, Ashir Kuroda, Masahiro Inoue, Sozo Hiramatsu, Tatsuo Kimura, Michio Shimizu, Shuji Kobayashi, Kunihisa Baba, Yukino Kashima, Hisashi Tsuda, Koji Sugiyama, Masashi Blondel, Mathieu Ueda, Naonori Kitsuregawa, Masaru Nakashima, Naoki |
author_sort | Nohara, Yasunobu |
collection | PubMed |
description | BACKGROUND: The prevalence of non-communicable diseases is increasing throughout the world, including developing countries. OBJECTIVE: The intent was to conduct a study of a preventive medical service in a developing country, combining eHealth checkups and teleconsultation as well as assess stratification rules and the short-term effects of intervention. METHODS: We developed an eHealth system that comprises a set of sensor devices in an attaché case, a data transmission system linked to a mobile network, and a data management application. We provided eHealth checkups for the populations of five villages and the employees of five factories/offices in Bangladesh. Individual health condition was automatically categorized into four grades based on international diagnostic standards: green (healthy), yellow (caution), orange (affected), and red (emergent). We provided teleconsultation for orange- and red-grade subjects and we provided teleprescription for these subjects as required. RESULTS: The first checkup was provided to 16,741 subjects. After one year, 2361 subjects participated in the second checkup and the systolic blood pressure of these subjects was significantly decreased from an average of 121 mmHg to an average of 116 mmHg (P<.001). Based on these results, we propose a cost-effective method using a machine learning technique (random forest method) using the medical interview, subject profiles, and checkup results as predictor to avoid costly measurements of blood sugar, to ensure sustainability of the program in developing countries. CONCLUSIONS: The results of this study demonstrate the benefits of an eHealth checkup and teleconsultation program as an effective health care system in developing countries. |
format | Online Article Text |
id | pubmed-4327441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | JMIR Publications Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-43274412015-03-05 Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study Nohara, Yasunobu Kai, Eiko Ghosh, Partha Pratim Islam, Rafiqul Ahmed, Ashir Kuroda, Masahiro Inoue, Sozo Hiramatsu, Tatsuo Kimura, Michio Shimizu, Shuji Kobayashi, Kunihisa Baba, Yukino Kashima, Hisashi Tsuda, Koji Sugiyama, Masashi Blondel, Mathieu Ueda, Naonori Kitsuregawa, Masaru Nakashima, Naoki J Med Internet Res Original Paper BACKGROUND: The prevalence of non-communicable diseases is increasing throughout the world, including developing countries. OBJECTIVE: The intent was to conduct a study of a preventive medical service in a developing country, combining eHealth checkups and teleconsultation as well as assess stratification rules and the short-term effects of intervention. METHODS: We developed an eHealth system that comprises a set of sensor devices in an attaché case, a data transmission system linked to a mobile network, and a data management application. We provided eHealth checkups for the populations of five villages and the employees of five factories/offices in Bangladesh. Individual health condition was automatically categorized into four grades based on international diagnostic standards: green (healthy), yellow (caution), orange (affected), and red (emergent). We provided teleconsultation for orange- and red-grade subjects and we provided teleprescription for these subjects as required. RESULTS: The first checkup was provided to 16,741 subjects. After one year, 2361 subjects participated in the second checkup and the systolic blood pressure of these subjects was significantly decreased from an average of 121 mmHg to an average of 116 mmHg (P<.001). Based on these results, we propose a cost-effective method using a machine learning technique (random forest method) using the medical interview, subject profiles, and checkup results as predictor to avoid costly measurements of blood sugar, to ensure sustainability of the program in developing countries. CONCLUSIONS: The results of this study demonstrate the benefits of an eHealth checkup and teleconsultation program as an effective health care system in developing countries. JMIR Publications Inc. 2015-01-28 /pmc/articles/PMC4327441/ /pubmed/25630348 http://dx.doi.org/10.2196/jmir.3705 Text en ©Yasunobu Nohara, Eiko Kai, Partha Pratim Ghosh, Rafiqul Islam, Ashir Ahmed, Masahiro Kuroda, Sozo Inoue, Tatsuo Hiramatsu, Michio Kimura, Shuji Shimizu, Kunihisa Kobayashi, Yukino Baba, Hisashi Kashima, Koji Tsuda, Masashi Sugiyama, Mathieu Blondel, Naonori Ueda, Masaru Kitsuregawa, Naoki Nakashima. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 28.01.2015. http://creativecommons.org/licenses/by/2.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Nohara, Yasunobu Kai, Eiko Ghosh, Partha Pratim Islam, Rafiqul Ahmed, Ashir Kuroda, Masahiro Inoue, Sozo Hiramatsu, Tatsuo Kimura, Michio Shimizu, Shuji Kobayashi, Kunihisa Baba, Yukino Kashima, Hisashi Tsuda, Koji Sugiyama, Masashi Blondel, Mathieu Ueda, Naonori Kitsuregawa, Masaru Nakashima, Naoki Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study |
title | Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study |
title_full | Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study |
title_fullStr | Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study |
title_full_unstemmed | Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study |
title_short | Health Checkup and Telemedical Intervention Program for Preventive Medicine in Developing Countries: Verification Study |
title_sort | health checkup and telemedical intervention program for preventive medicine in developing countries: verification study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4327441/ https://www.ncbi.nlm.nih.gov/pubmed/25630348 http://dx.doi.org/10.2196/jmir.3705 |
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