Construction of risk warning model of agitated behavior of the elderly in Zhejiang pension institutions

[1] Townsend, P. (2023). The family life of old people: An inquiry in East London. Taylor & Francis. Search in Google Scholar

[2] Ouslander, J. G., & Grabowski, D. C. (2020). COVID‐19 in nursing homes: calming the perfect storm. Journal of the American Geriatrics Society, 68(10), 2153-2162. Search in Google Scholar

[3] Groom, L. L., McCarthy, M. M., Stimpfel, A. W., & Brody, A. A. (2021). Telemedicine and telehealth in nursing homes: an integrative review. Journal of the American Medical Directors Association, 22(9), 1784-1801. Search in Google Scholar

[4] Toot, S., Swinson, T., Devine, M., Challis, D., & Orrell, M. (2017). Causes of nursing home placement for the elderly with dementia: a systematic review and meta-analysis. International psychogeriatrics, 29(2), 195-208. Search in Google Scholar

[5] Grabowski, D. C., & Mor, V. (2020). Nursing home care in crisis in the wake of COVID-19. Jama, 324(1), 23-24. Search in Google Scholar

[6] Shield, R. R. (2018). Uneasy endings: Daily life in an American nursing home. Cornell University Press. Search in Google Scholar

[7] Gupta, A., Howell, S. T., Yannelis, C., & Gupta, A. (2021). Does private equity investment in healthcare benefit patients? Evidence from nursing homes. Evidence from Nursing Homes (February 13, 2021). University of Chicago, Becker Friedman Institute for Economics Working Paper, (2021-20). Search in Google Scholar

[8] Forcada, N., Gangolells, M., Casals, M., Tejedor, B., Macarulla, M., & Gaspar, K. (2021). Field study on thermal comfort in nursing homes in heated environments. Energy and Buildings, 244, 111032. Search in Google Scholar

[9] Fitriana, L. A., Ufamy, N., Anggadiredja, K., Amalia, L., Setiawan, S., & Adnyana, I. K. (2020). Demographic factors and disease history associated with dementia among elderly in nursing homes. Jurnal Keperawatan Padjadjaran, 8(2), 120-128. Search in Google Scholar

[10] Davies, B., & Knapp, M. (2024). Old people’s homes and the production of welfare. Taylor & Francis. Search in Google Scholar

[11] Marcelino, I., Laza, R., Domingues, P., Gómez-Meire, S., Fdez-Riverola, F., & Pereira, A. (2018). Active and assisted living ecosystem for the elderly. Sensors, 18(4), 1246. Search in Google Scholar

[12] Maier, A., Riedel-Heller, S. G., Pabst, A., & Luppa, M. (2021). Risk factors and protective factors of depression in the elderly 65+. A systematic review. PloS one, 16(5), e0251326. Search in Google Scholar

[13] National Academies of Sciences, Division of Behavioral, Social Sciences, Medicine Division, Board on Behavioral, Sensory Sciences, ... & Loneliness in Older Adults. (2020). Social isolation and loneliness in older adults: Opportunities for the health care system. National Academies Press. Search in Google Scholar

[14] Zhang, W., Low, L. F., Schwenk, M., Mills, N., Gwynn, J. D., & Clemson, L. (2019). Review of gait, cognition, and fall risks with implications for fall prevention in older adults with dementia. Dementia and geriatric cognitive disorders, 48(1-2), 17-29. Search in Google Scholar

[15] Bao, Y. P., Han, Y., Ma, J., Wang, R. J., Shi, L., Wang, T. Y., ... & Lu, L. (2017). Cooccurrence and bidirectional prediction of sleep disturbances and depression in older adults: meta-analysis and systematic review. Neuroscience & Biobehavioral Reviews, 75, 257-273. Search in Google Scholar

[16] Dahlberg, L., McKee, K. J., Frank, A., & Naseer, M. (2022). A systematic review of longitudinal risk factors for loneliness in older adults. Aging & mental health, 26(2), 225-249. Search in Google Scholar

[17] Miller, E. A. (2020). Protecting and improving the lives of older adults in the COVID-19 era. Journal of aging & social policy, 32(4-5), 297-309. Search in Google Scholar

[18] Qingyi Duan,Xing Liu & Ailing Zhang. (2024). Effects of Simulated Presence Therapy on Agitated Behavior, Cognition, and Use of Protective Constraint among Patients with Senile Dementia. The International journal of neuroscience11-14. Search in Google Scholar

[19] Côté Pierre Olivier,Nikanjam Amin,Ahmed Nafisa,Humeniuk Dmytro & Khomh Foutse. (2024). Data cleaning and machine learning: a systematic literature review.Automated Software Engineering(2). Search in Google Scholar

[20] Shan Jiang,Bowen Li,Zhiyong Yang,Yuhua Li & Zeyang Zhou. (2024). A back propagation neural network based respiratory motion modelling method. The international journal of medical robotics + computer assisted surgery : MRCAS(3),e2647-e2647. Search in Google Scholar

[21] Trenton M. Saunders,Nicholas Cohn & Tyler Hesser. (2024). Insights into nearshore sandbar dynamics through process-based numerical and logistic regression modeling. Coastal Engineering104558-104558. Search in Google Scholar

[22] Hong Qian,Yutong Pan,Xuehua Wang & Zhenpeng Li. (2024). Research on the optimization of belief rule bases using the Naive Bayes theory. Frontiers in Energy Research. Search in Google Scholar

[23] Ruilong Zong,Xijuan Ma,Yibing Shi & Li Geng. (2024). Can Machine Learning Models Based on Computed Tomography Radiomics and Clinical Characteristics Provide Diagnostic Value for Epstein-Barr Virus-Associated Gastric Cancer? Journal of computer assisted tomography. Search in Google Scholar