Interventions Recommendation System for Preventing future Falls in Older Adults

被引:1
|
作者
Chaieb, Salma [1 ,4 ]
Ben Mrad, Ali [2 ,4 ]
Hnich, Brahim [3 ,4 ]
机构
[1] Univ Sousse, ISITCom, Sousse 4011, Tunisia
[2] Univ Sfax, ISAAS, Sfax 1013, Tunisia
[3] Univ Monastir, FSM, Monastir 5000, Tunisia
[4] Univ Sfax, CES Lab, Sfax 3038, Tunisia
关键词
Causal reasoning; Causal decision making; Bayesian networks; Interventions; Elderly fall; Real medical study;
D O I
10.1016/j.procs.2021.08.020
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Falls are prevalent in the elderly population and there is an urgent need for public health strategies to decrease their incidence and identify those who are at risk. Physicians are increasingly confronted by critical and serious situations in patients at risk of falls who require effective interventions. Being aware of the patient's medical record, they need to quickly and efficiently recommend the best therapeutic intervention to reduce the incidence of future falls. In this respect, we propose an Interventions Recommendation System that aids practitioners make decisions about elderly falls by recommending individualized intervention that would reduce the risk of patient's future falls. This paper describes our work in progress on a probabilistic causal model for preventing falls in older adults. We conduct an initial empirical study for such a model on an elderly personal information base and report the initial promising results of our causal model in terms of the usefulness and effectiveness of our approach. (C) 2021 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (https://crativecommons.org/licenses/by-nc-nd/4.0) Peer-review under responsibility of the scientific committee of KES International.
引用
收藏
页码:192 / 201
页数:10
相关论文
共 50 条
  • [21] Interventions for preventing falls in older people in nursing care facilities and hospitals
    Cameron, I. D.
    Murray, G. R.
    Gillespie, L. D.
    Robertson, M. C.
    Hill, K. D.
    Cumming, R. G.
    Kerse, N.
    COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2010, (01):
  • [22] THE EFFECTS OF HOME BASED NUTRITION AND EXERCISE INTERVENTIONS IN IMPROVING FUNCTIONAL CAPACITY AND PREVENTING FALLS AMONG OLDER ADULTS
    Johnson, C. S.
    INJURY PREVENTION, 2012, 18
  • [23] Effectiveness of multifactorial interventions in preventing falls among older adults in the community: A systematic review and meta-analysis
    Lee, Seon Heui
    Yu, Soyoung
    INTERNATIONAL JOURNAL OF NURSING STUDIES, 2020, 106
  • [24] THE EFFECTS OF HOME BASED NUTRITION AND EXERCISE INTERVENTIONS IN IMPROVING FUNCTIONAL CAPACITY AND PREVENTING FALLS AMONG OLDER ADULTS
    Johnson, C. S.
    INJURY PREVENTION, 2015, 21
  • [25] Preventing falls in older adults: New interventions to promote more effective change-in-support balance reactions
    Maki, Brian E.
    Cheng, Kenneth C. -C.
    Mansfield, Avril
    Scovil, Carol Y.
    Perry, Stephen D.
    Peters, Amy L.
    Mckay, Sandra
    Lee, Tracy
    Marquis, Aaron
    Corbeil, Philippe
    Fernie, Geoff R.
    Liu, Barbara
    McIlroy, William E.
    JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY, 2008, 18 (02) : 243 - 254
  • [26] Preventing disability in older adults: In search of effective interventions
    Heikkinen, E
    JOURNAL OF AGING AND PHYSICAL ACTIVITY, 2004, 12 (03) : 287 - 288
  • [27] Nursing interventions aimed at preventing frailty in older adults
    Martin Garcia, Rocio
    Munoz Delgado, Noelia
    Martin Salinas, Carmen
    NUTRICION CLINICA Y DIETETICA HOSPITALARIA, 2023, 43 (02): : 162 - 171
  • [28] Interventions to Prevent Falls in Community-Dwelling Older Adults: US Preventive Services Task Force Recommendation Statement
    Nicholson, Wanda K.
    Silverstein, Michael
    Wong, John B.
    Barry, Michael J.
    Chelmow, David
    Coker, Tumaini Rucker
    Davis, Esa M.
    Jaen, Carlos Roberto
    Krousel-Wood, Marie
    Lee, Sei
    Li, Li
    Rao, Goutham
    Ruiz, John M.
    Stevermer, James
    Tsevat, Joel
    Underwood, Sandra Millon
    Wiehe, Sarah
    JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2024, 332 (01): : 51 - 57
  • [29] Falls, footwear and footwear interventions in older adults A brief review
    Tsekoura, M.
    Sakellari, V
    ARCHIVES OF HELLENIC MEDICINE, 2021, 38 (06): : 766 - 770
  • [30] Interventions to Prevent Falls in Community-Dwelling Older Adults US Preventive Services Task Force Recommendation Statement
    Grossman, David C.
    Curry, Susan J.
    Owens, Douglas K.
    Barry, Michael
    Caughey, Aaron B.
    Davidson, Karina W.
    Doubeni, Chyke A.
    Epling, John W., Jr.
    Kemper, Alex R.
    Krist, Alex H.
    Kubik, Martha
    Landefeld, Seth
    Mangione, Carol M.
    Pignone, Michael
    Silverstein, Michael
    Simon, Melissa A.
    Tseng, Chien-Wen
    JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 319 (16): : 1696 - 1704