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Higuchi A, Yoshimura H, Saito H, Abe T, Murakami M, Zhao T, Amir I, Ito N, Yamamoto C, Nonaka S, Sawano T, Shimada Y, Ozaki A, Oikawa T, Tsubokura M. Enhancing healthcare planning using population data generated from mobile phone networks in Futaba County after the Great East Japan earthquake. Sci Rep 2024; 14:29022. [PMID: 39578656 PMCID: PMC11584627 DOI: 10.1038/s41598-024-80569-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 11/19/2024] [Indexed: 11/24/2024] Open
Abstract
After the Great East Japan Earthquake, planning appropriate healthcare resource allocation was crucial. However, accurately estimating medical care demand was challenging due to substantial population fluctuations caused by extensive evacuations, compounded by the inaccuracy of conventional Resident Resister data in this context. This study employs population data generated from mobile phone network from 2019 to 2020 to conduct a detailed temporal and spatial population estimation in Futaba County, originally a complete evacuation zone. To enhance the precision of population estimates, population data independently collected by each municipality were used as reference data in the estimation process. Further, the utility of the estimated population data for calculating emergency transport rates was assessed. Our findings revealed discrepancies between daytime and nighttime populations within Okuma and Futaba Town, where median day/night population ratio exceeded three across both weekdays and weekends. Additionally, sex-age-adjusted emergency transport rates calculated using the estimated population demonstrated closer alignment with the national average compared to those calculated based on census data. This study demonstrates the importance of considering dynamic population data, such as that generated from mobile phone networks, in enhancing healthcare planning and ensuring that resources are efficiently allocated to meet communities' evolving needs during recovery periods.
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Affiliation(s)
- Asaka Higuchi
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Hiroki Yoshimura
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
- School of Medicine, Hiroshima University, Hiroshima, Japan
| | - Hiroaki Saito
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
- Department of Internal Medicine, Soma Central Hospital, Fukushima, Japan
| | - Toshiki Abe
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Michio Murakami
- Center for Infectious Disease Education and Research, Osaka University, Osaka, Japan
| | - Tianchen Zhao
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Isamu Amir
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Naomi Ito
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Chika Yamamoto
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Saori Nonaka
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
- Research Center for Community Health, Minamisoma Municipal General Hospital, Fukushima, Japan
| | - Toyoaki Sawano
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
- Research Center for Community Health, Minamisoma Municipal General Hospital, Fukushima, Japan
| | - Yuki Shimada
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Akihiko Ozaki
- Research Center for Community Health, Minamisoma Municipal General Hospital, Fukushima, Japan
- Department of Breast Surgery, Jyoban Hospital of Tokiwa Foundation, Fukushima, Japan
| | - Tomoyoshi Oikawa
- Department of Neurosurgery, Minamisoma Municipal General Hospital, Fukushima, Japan
| | - Masaharu Tsubokura
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Japan.
- Research Center for Community Health, Minamisoma Municipal General Hospital, Fukushima, Japan.
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Sawano T, Murakami M, Ozaki A, Nishikawa Y, Fukuda A, Oikawa T, Tsubokura M. Prevalence of non-communicable diseases among healthy male decontamination workers after the Fukushima nuclear disaster in Japan: an observational study. Sci Rep 2021; 11:21980. [PMID: 34753966 PMCID: PMC8578545 DOI: 10.1038/s41598-021-01244-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2021] [Accepted: 10/25/2021] [Indexed: 11/23/2022] Open
Abstract
The health status of healthy decontamination workers employed after the Fukushima nuclear disaster remains unclear. This study aimed to evaluate the prevalence of non-communicable diseases among such workers. In this observational study, questionnaires on lifestyle and social factors were administered as part of a health promotion program for decontamination workers in 2016 in Minamisoma City, Fukushima. The questionnaires and health check-up results were compared with those of the 2016 National Health and Nutrition Examination Survey (NHANES) in Japan. Overall, 123 male decontamination workers were enrolled; 93 (75.6%) were drinkers, and 84 (68.3%) were current smokers. The age-adjusted prevalence (95% confidence interval) of hypertension, dyslipidemia, diabetes mellitus, and obesity were 27.2% (20.1–34.4%), 30.4% (22.6–38.2%), 11.3% (5.5–17.1%), and 49.0% (39.0–58.9%), respectively. The age-adjusted prevalence in the NHANES were 32.8% (31.1–34.5%), 16.1% (14.5–17.6%), 7.0% (6.2–7.7%), and 31.2% (29.9–32.5%), respectively. The prevalence of obesity, dyslipidemia, binge drinking, and smoking were higher in healthy male decontamination workers than in the general population. Decontamination workers in disaster-struck areas may have higher risks of developing non-communicable diseases, possibly due to their original health status. Continuous monitoring of their health status and proper interventions are warranted.
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Affiliation(s)
- Toyoaki Sawano
- Department of Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Fukushima, Japan. .,Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Fukushima, Japan. .,Research Center for Community Health, Minamisoma Municipal General Hospital, 54-6 Takamicho 2 chome, Haramachi, Minamisoma, Fukushima, Japan.
| | - Michio Murakami
- Department of Health Risk Communication, Fukushima Medical University School of Medicine, Fukushima, Fukushima, Japan.,Center for Infectious Disease Education and Research, Osaka University, Suita, Osaka, Japan
| | - Akihiko Ozaki
- Research Center for Community Health, Minamisoma Municipal General Hospital, 54-6 Takamicho 2 chome, Haramachi, Minamisoma, Fukushima, Japan.,Department of Breast Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Fukushima, Japan
| | - Yoshitaka Nishikawa
- Department of Internal Medicine, Soma Central Hospital, Soma, Fukushima, Japan
| | - Aoi Fukuda
- Department of Surgery, Sendai City Medical Center, Sendai, Miyagi, Japan
| | - Tomoyoshi Oikawa
- Department of Neurosurgery, Minamisoma Municipal General Hospital, Minamisoma, Fukushima, Japan
| | - Masaharu Tsubokura
- Department of Radiation Health Management, Fukushima Medical University School of Medicine, Fukushima, Fukushima, Japan.,Research Center for Community Health, Minamisoma Municipal General Hospital, 54-6 Takamicho 2 chome, Haramachi, Minamisoma, Fukushima, Japan
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