Modeling of Chronic Disease Prevention and Nutritional Intervention for the Elderly Based on Big Data Analysis

[1] Boersma, P., Black, L. I., & Ward, B. W. (2020). Peer reviewed: prevalence of multiple chronic conditions among US adults, 2018. Preventing chronic disease, 17. Boersma P. Black L. I. Ward B. W. ( 2020 ). Peer reviewed: prevalence of multiple chronic conditions among US adults, 2018 . Preventing chronic disease, 17 . Search in Google Scholar

[2] Jordan, R. E., Adab, P., & Cheng, K. (2020). Covid-19: risk factors for severe disease and death. Bmj, 368. Jordan R. E. Adab P. Cheng K. ( 2020 ). Covid-19: risk factors for severe disease and death . Bmj, 368 . Search in Google Scholar

[3] Poureslami, I., Nimmon, L., Rootman, I., & Fitzgerald, M. J. (2017). Health literacy and chronic disease management: drawing from expert knowledge to set an agenda. Health promotion international, 32(4), 743-754. Poureslami I. Nimmon L. Rootman I. Fitzgerald M. J. ( 2017 ). Health literacy and chronic disease management: drawing from expert knowledge to set an agenda . Health promotion international , 32 ( 4 ), 743 - 754 . Search in Google Scholar

[4] Raghupathi, W., & Raghupathi, V. (2018). An empirical study of chronic diseases in the United States: a visual analytics approach to public health. International journal of environmental research and public health, 15(3), 431. Raghupathi W. Raghupathi V. ( 2018 ). An empirical study of chronic diseases in the United States: a visual analytics approach to public health . International journal of environmental research and public health , 15 ( 3 ), 431 . Search in Google Scholar

[5] Wang, H., Chen, W., Li, D., Yin, X., Zhang, X., Olsen, N., & Zheng, S. G. (2017). Vitamin D and chronic diseases. Aging and disease, 8(3), 346. Wang H. Chen W. Li D. Yin X. Zhang X. Olsen N. Zheng S. G. ( 2017 ). Vitamin D and chronic diseases . Aging and disease , 8 ( 3 ), 346 . Search in Google Scholar

[6] Fragala, M. S., Cadore, E. L., Dorgo, S., Izquierdo, M., Kraemer, W. J., Peterson, M. D., & Ryan, E. D. (2019). Resistance training for older adults: position statement from the national strength and conditioning association. The Journal of Strength & Conditioning Research, 33(8). Fragala M. S. Cadore E. L. Dorgo S. Izquierdo M. Kraemer W. J. Peterson M. D. Ryan E. D. ( 2019 ). Resistance training for older adults: position statement from the national strength and conditioning association . The Journal of Strength & Conditioning Research , 33 ( 8 . Search in Google Scholar

[7] Hajian-Tilaki, K., Heidari, B., & Hajian-Tilaki, A. (2017). Are gender differences in health-related quality of life attributable to sociodemographic characteristics and chronic disease conditions in elderly people?. International journal of preventive medicine, 8(1), 95. Hajian-Tilaki K. Heidari B. Hajian-Tilaki A. ( 2017 ). Are gender differences in health-related quality of life attributable to sociodemographic characteristics and chronic disease conditions in elderly people? . International journal of preventive medicine , 8 ( 1 ), 95 . Search in Google Scholar

[8] Sharifi-Rad, M., Anil Kumar, N. V., Zucca, P., Varoni, E. M., Dini, L., Panzarini, E., … & Sharifi-Rad, J. (2020). Lifestyle, oxidative stress, and antioxidants: back and forth in the pathophysiology of chronic diseases. Frontiers in physiology, 11, 694. Sharifi-Rad M. Anil Kumar N. V. Zucca P. Varoni E. M. Dini L. Panzarini E. Sharifi-Rad J. ( 2020 ). Lifestyle, oxidative stress, and antioxidants: back and forth in the pathophysiology of chronic diseases . Frontiers in physiology , 11 , 694 . Search in Google Scholar

[9] Anderson, E., & Durstine, J. L. (2019). Physical activity, exercise, and chronic diseases: A brief review. Sports medicine and health science, 1(1), 3-10. Anderson E. Durstine J. L. ( 2019 ). Physical activity, exercise, and chronic diseases: A brief review . Sports medicine and health science , 1 ( 1 ), 3 - 10 . Search in Google Scholar

[10] Wang, Y. J., Li, Z. X., Gu, H. Q., Zhai, Y., Jiang, Y., Zhao, X. Q., … & Zhao, J. Z. (2020). China stroke statistics 2019: a report from the National center for healthcare quality management in neurological diseases, China national clinical research center for neurological diseases, the Chinese stroke association, National center for chronic and non-communicable disease control and prevention, Chinese center for disease control and prevention and Institute for global neuroscience and stroke collaborations. Stroke and vascular neurology, 5(3). Wang Y. J. Li Z. X. Gu H. Q. Zhai Y. Jiang Y. Zhao X. Q. Zhao J. Z. ( 2020 ). China stroke statistics 2019: a report from the National center for healthcare quality management in neurological diseases, China national clinical research center for neurological diseases, the Chinese stroke association, National center for chronic and non-communicable disease control and prevention, Chinese center for disease control and prevention and Institute for global neuroscience and stroke collaborations . Stroke and vascular neurology , 5 ( 3 . Search in Google Scholar

[11] Izquierdo, M., Merchant, R. A., Morley, J. E., Anker, S. D., Aprahamian, I., Arai, H., … & Singh, M. F. (2021). International exercise recommendations in older adults (ICFSR): expert consensus guidelines. The journal of nutrition, health & aging, 25(7), 824-853. Izquierdo M. Merchant R. A. Morley J. E. Anker S. D. Aprahamian I. Arai H. Singh M. F. ( 2021 ). International exercise recommendations in older adults (ICFSR): expert consensus guidelines . The journal of nutrition, health & aging , 25 ( 7 ), 824 - 853 . Search in Google Scholar

[12] Tu, W., Wang, H., Li, S., Liu, Q., & Sha, H. (2019). The anti-inflammatory and anti-oxidant mechanisms of the Keap1/Nrf2/ARE signaling pathway in chronic diseases. Aging and disease, 10(3), 637. Tu W. Wang H. Li S. Liu Q. Sha H. ( 2019 ). The anti-inflammatory and anti-oxidant mechanisms of the Keap1/Nrf2/ARE signaling pathway in chronic diseases . Aging and disease , 10 ( 3 ), 637 . Search in Google Scholar

[13] Maresova, P., Javanmardi, E., Barakovic, S., Barakovic Husic, J., Tomsone, S., Krejcar, O., & Kuca, K. (2019). Consequences of chronic diseases and other limitations associated with old age–a scoping review. BMC public health, 19, 1-17. Maresova P. Javanmardi E. Barakovic S. Barakovic Husic J. Tomsone S. Krejcar O. Kuca K. ( 2019 ). Consequences of chronic diseases and other limitations associated with old age–a scoping review . BMC public health , 19 , 1 - 17 . Search in Google Scholar

[14] Calderón-Larrañaga, A., Vetrano, D. L., Onder, G., Gimeno-Feliu, L. A., Coscollar-Santaliestra, C., Carfí, A., & Fratiglioni, L. (2017). Assessing and measuring chronic multimorbidity in the older population: a proposal for its operationalization. Journals of Gerontology Series A: Biomedical Sciences and Medical Sciences, 72(10), 1417-1423. Calderón-Larrañaga A. Vetrano D. L. Onder G. Gimeno-Feliu L. A. Coscollar-Santaliestra C. Carfí A. Fratiglioni L. ( 2017 ). Assessing and measuring chronic multimorbidity in the older population: a proposal for its operationalization . Journals of Gerontology Series A: Biomedical Sciences and Medical Sciences , 72 ( 10 ), 1417 - 1423 . Search in Google Scholar

[15] Schulze, M. B., Martínez-González, M. A., Fung, T. T., Lichtenstein, A. H., & Forouhi, N. G. (2018). Food based dietary patterns and chronic disease prevention. bmj, 361. Schulze M. B. Martínez-González M. A. Fung T. T. Lichtenstein A. H. Forouhi N. G. ( 2018 ). Food based dietary patterns and chronic disease prevention . bmj, 361 . Search in Google Scholar

[16] Kirkland, J. L., Tchkonia, T., Zhu, Y., Niedernhofer, L. J., & Robbins, P. D. (2017). The clinical potential of senolytic drugs. Journal of the American Geriatrics Society, 65(10), 2297-2301. Kirkland J. L. Tchkonia T. Zhu Y. Niedernhofer L. J. Robbins P. D. ( 2017 ). The clinical potential of senolytic drugs . Journal of the American Geriatrics Society , 65 ( 10 ), 2297 - 2301 . Search in Google Scholar

[17] Shlisky, J., Bloom, D. E., Beaudreault, A. R., Tucker, K. L., Keller, H. H., Freund-Levi, Y., … & Meydani, S. N. (2017). Nutritional considerations for healthy aging and reduction in age-related chronic disease. Advances in nutrition, 8(1), 17-26. Shlisky J. Bloom D. E. Beaudreault A. R. Tucker K. L. Keller H. H. Freund-Levi Y. Meydani S. N. ( 2017 ). Nutritional considerations for healthy aging and reduction in age-related chronic disease . Advances in nutrition , 8 ( 1 ), 17 - 26 . Search in Google Scholar

[18] Kaur, D., Rasane, P., Singh, J., Kaur, S., Kumar, V., Mahato, D. K., & Kumar, S. (2019). Nutritional interventions for elderly and considerations for the development of geriatric foods. Current aging science, 12(1), 15-27. Kaur D. Rasane P. Singh J. Kaur S. Kumar V. Mahato D. K. Kumar S. ( 2019 ). Nutritional interventions for elderly and considerations for the development of geriatric foods . Current aging science , 12 ( 1 ), 15 - 27 . Search in Google Scholar

[19] Fernández-Barrés, S., García-Barco, M., Basora, J., Martínez, T., Pedret, R., & Arija, V. (2017). The efficacy of a nutrition education intervention to prevent risk of malnutrition for dependent elderly patients receiving Home Care: A randomized controlled trial. International journal of nursing studies, 70, 131-141. Fernández-Barrés S. García-Barco M. Basora J. Martínez T. Pedret R. Arija V. ( 2017 ). The efficacy of a nutrition education intervention to prevent risk of malnutrition for dependent elderly patients receiving Home Care: A randomized controlled trial . International journal of nursing studies , 70 , 131 - 141 . Search in Google Scholar

[20] Rosenberg, A., Ngandu, T., Rusanen, M., Antikainen, R., Bäckman, L., Havulinna, S., … & Kivipelto, M. (2018). Multidomain lifestyle intervention benefits a large elderly population at risk for cognitive decline and dementia regardless of baseline characteristics: The FINGER trial. Alzheimer’s & Dementia, 14(3), 263-270. Rosenberg A. Ngandu T. Rusanen M. Antikainen R. Bäckman L. Havulinna S. Kivipelto M. ( 2018 ). Multidomain lifestyle intervention benefits a large elderly population at risk for cognitive decline and dementia regardless of baseline characteristics: The FINGER trial . Alzheimer’s & Dementia , 14 ( 3 ), 263 - 270 . Search in Google Scholar

[21] Dedeyne, L., Deschodt, M., Verschueren, S., Tournoy, J., & Gielen, E. (2017). Effects of multi-domain interventions in (pre) frail elderly on frailty, functional, and cognitive status: a systematic review. Clinical interventions in aging, 873-896. Dedeyne L. Deschodt M. Verschueren S. Tournoy J. Gielen E. ( 2017 ). Effects of multi-domain interventions in (pre) frail elderly on frailty, functional, and cognitive status: a systematic review . Clinical interventions in aging , 873 - 896 . Search in Google Scholar

[22] Hsieh, T. J., Su, S. C., Chen, C. W., Kang, Y. W., Hu, M. H., Hsu, L. L., … & Hsu, C. C. (2019). Individualized home-based exercise and nutrition interventions improve frailty in older adults: a randomized controlled trial. International Journal of Behavioral Nutrition and Physical Activity, 16, 1-15. Hsieh T. J. Su S. C. Chen C. W. Kang Y. W. Hu M. H. Hsu L. L. Hsu C. C. ( 2019 ). Individualized home-based exercise and nutrition interventions improve frailty in older adults: a randomized controlled trial . International Journal of Behavioral Nutrition and Physical Activity , 16 , 1 - 15 . Search in Google Scholar

[23] Nugent, R., Bertram, M. Y., Jan, S., Niessen, L. W., Sassi, F., Jamison, D. T., & Beaglehole, R. (2018). Investing in non-communicable disease prevention and management to advance the Sustainable Development Goals. The Lancet, 391(10134), 2029-2035. Nugent R. Bertram M. Y. Jan S. Niessen L. W. Sassi F. Jamison D. T. Beaglehole R. ( 2018 ). Investing in non-communicable disease prevention and management to advance the Sustainable Development Goals . The Lancet , 391 ( 10134 ), 2029 - 2035 . Search in Google Scholar

[24] Guozhong Zheng,Wenwen Yi,Ruilin Jia & Xinru Yue. (2025). Application of logistic function in a new PMV modification model for elderly people: Combining age and TSV. Building and Environment(PB),112182-112182. Zheng Guozhong Yi Wenwen Jia Ruilin Yue Xinru ( 2025 ). Application of logistic function in a new PMV modification model for elderly people: Combining age and TSV . Building and Environment(PB) , 112182 - 112182 . Search in Google Scholar

[25] Le Fang,Shilin Liu & Fanyong Cheng. (2024). Early micro-short circuit fault diagnosis of lithium battery pack based on Pearson correlation coefficient and KPCA. Computers and Electrical Engineering(PB),109481-109481. Fang Le Liu Shilin Cheng Fanyong ( 2024 ). Early micro-short circuit fault diagnosis of lithium battery pack based on Pearson correlation coefficient and KPCA . Computers and Electrical Engineering(PB) , 109481 - 109481 . Search in Google Scholar

[26] Malcolm J Jackson. (2024). Reactive oxygen species in age-related musculoskeletal decline: implications for nutritional intervention.. The Proceedings of the Nutrition Society1-9. Jackson Malcolm J ( 2024 ). Reactive oxygen species in age-related musculoskeletal decline: implications for nutritional intervention .. The Proceedings of the Nutrition Society 1 - 9 . Search in Google Scholar