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A Machine Learning Recommender System to Tailor Preference Assessments to Enhance Person-Centered Care Among Nursing Home Residents

机译：机器学习推荐系统可定制偏爱评估以增强疗养院居民以人为本的护理

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摘要

Nursing homes (NHs) using the Preferences for Everyday Living Inventory ( ) to assess important preferences and provide person-centered care find the number of items (72) to be a barrier to using the assessment.

机译：疗养院（NHs）使用“日常生活清单的偏爱”（）评估重要偏爱并提供以人为中心的护理，发现物品数量（72）成为使用评估的障碍。

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期刊名称 The Gerontologist
作者
Gerald C Gannod; Katherine M Abbott; Kimberly Van Haitsma; Nathan Martindale; Alexandra Heppner;
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作者单位

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年(卷),期 -1(59),1
年度 -1
页码 -1
总页数 10
原文格式 PDF
正文语种
中图分类老年病学;老年卫生;
关键词
CMS datasets (OSCAR MDS); Long-term care; Nursing homes; Quality of Care; Technology;

机译：CMS数据集（OSCAR MDS）;长期护理;疗养院;护理质量;技术;

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专利

1. Health Care Preferences Among Nursing Home Residents Perceived Barriers and Situational Dependencies to Person-Centered Care [J] . Bangerter Lauren R., Abbott Katherine, Heid Allison R., Journal of gerontological nursing . 2016,第2期

机译：疗养院居民对以人为中心的护理存在障碍和情境依赖性的医疗保健偏好
2. A.Martin1,N.Boyle2,J.Cooke3,S.P.Kennelly4,R.Martin5,M.Mulroy6,M.O’Connor7,S.O'Keeffe8,D.O’Neill4OnbehalfoftheIrishSocietyofPhysiciansinGeriatricMedicine.1.BeaumontHospital,Dublin.2.St.Vincent’sUniversityHospital,Dublin.3.UniversityHospitalWaterford.4.TallaghtUniversityHospital,Dublin.5.ConnollyHospital,Dublin.6.OurLadyofLourdesHospital,Drogheda.7.CorkUniversityHospital.8.GalwayUniversityHospital.AbstractResidents in nursing home care have borne a disproprtionate morbidity and mortality in the COVID-19 pandemic in comparison to the general population. Although the high rate of infection, morbidity and mortality in older people living in nursing homes may be attributable to increased levels of frailty and comorbidity in residents, the physical infrastructure and governance structures within nursing homes is also likely to be highly significant. The authors present, on behalf of Irish Society of Physicians in Geriatric Medicine, a position paper on changes that should be implemented to enhance the safety and quality of care for nursing home residents in Ireland. IntroductionResidentsinnursinghomesrepresentagroupwithhighlevelsofdisabilityandco-morbiditywhichrenderthemparticularlyvulnerabletoexternalandinternalstressors1,asexemplifiedbythehighdeathrateinIrishnursinghomesduringtheCOVID-19pandemic.Atthelastcensusin2016were22,762peopleover65yearsofage(3.7%)listedasresidentinnursinghomesinIreland2.Althoughthiswasadecreaseintheproportionoftheolderpopulationinresidentialcarefrom2011itreflectsanactualincreaseof9.4%inpeoplelivinginnursinghomesinthiscountry.Asoursocietyagesitwillbeincreasinglyimportanttoprovidehighqualitycareforthisvulnerablegroup.TheIrishSocietyofPhysiciansinGeriatricMedicine(ISPGM)haspromotedthedevelopmentofimprovedstandardsofcareinresidentialcareforseveraldecadesandwasthefirstIrishprofessionalgrouptoformulateimprovedstandardsofcarein2001,publishedintheIrishMedicalJournal3. [J] . Irish medical journal. . 2020,第9期

机译：A.Martin1，N.Boyle2，J.Cooke3，SPKennelly4，R.Martin5，M.Mulroy6，M.O'Connor7，S.O'Keeffe8，D.O'Neill4OnbehalfoftheIrishSocietyofPhysiciansinGeriatricMedicine.1.BeaumontHospital，Dublin.2.St .Vincent'sUniversityHospital，Dublin.3.UniversityHospitalWaterford.4.TallaghtUniversityHospital，Dublin.5.ConnollyHospital，Dublin.6.OurLadyofLourdesHospital，在家庭护理Drogheda.7.CorkUniversityHospital.8.GalwayUniversityHospital.AbstractResidents已经结出一个disproprtionate发病率和死亡率在COVID-19大流行相比于普通人群。虽然感染，发病率和死亡率在生活在养老院的老年人率高可能是由于增加了居民的脆弱性和合并症的水平，养老院内的物理基础设施和治理结构，也可能是非常显著。作者提出，对应该实施，加强安全和医疗质量养老院在爱尔兰的变化代表在老年医学，意见书医生的爱尔兰社会。 IntroductionResidentsinnursinghomesrepresentagroupwithhighlevelsofdisabilityandco-morbiditywhichrenderthemparticularlyvulnerabletoexternalandinternalstressors1，asexemplifiedbythehighdeathrateinIrishnursinghomesduringtheCOVID-19pandemic.Atthelastcensusin2016were22,762peopleover65yearsofage（3.7％）listedasresidentinnursinghomesinIreland2.Althoughthiswasadecreaseintheproportionoftheolderpopulationinresidentialcarefrom2011itreflectsanactualincreaseof9.4％inpeoplelivinginnursinghomesinthiscountry.Asoursocietyagesitwillbeincreasinglyimportanttoprovidehighqualitycareforthisvulnerablegroup.TheIrishSocietyofPhysiciansinGeriatricMedicine（ISPGM）haspromotedthedevelopmentofimprovedstandardsofcareinresidentialcareforseveraldecadesandwasthefirstIrishprofessionalgrouptoformulateimprovedstandardsofcarein2001，publishedintheIrishMedicalJournal3。
3. Person-centered care models in integrated care systems: The role of nurse assistants as “keepers of likes and preferences” in skilled nursing home care facilities [J] . Iciar Ancizu García, Josep Pascual Torramadé, Mónica de las Heras Rodríguez, International Journal of Integrated Care . 2016,第6期

机译：综合护理系统中以人为中心的护理模型：护理助理在熟练的护理家庭护理设施中作为“喜好者”的角色
4. Development of ICT-Based Comprehensive Health and Social-Needs Assessment System to Enhance Person-Centered Community Care [C] . Eun Jeong Choi, Eunjung Lim, Minjung Kwak, MEDINFO . 2019

机译：基于ICT的综合健康和社会需求评估系统的发展，以增强以人为本的社区护理
5. Person-centered training to promote quality of care to skilled nursing facility residents affected by dementia: A grant proposal [D] . Le, Thao. 2016

机译：以人为本的培训，以提高受痴呆症影响的熟练护理机构居民的护理质量：一项赠款提案
6. A MACHINE LEARNING RECOMMENDER SYSTEM TO TAILOR PREFERENCE ASSESSMENTS TO ENHANCE PERSON CENTERED CARE AMONG NURSING HOME RESIDENTS [O] . G Gannod, K M Abbott, K S Van Haitsma, -1

机译：一种机器学习推荐系统可对护理人员进行个性化的定制度评估以提高他们对护理中心的照顾
7. A Machine Learning Recommender System to Tailor Preference Assessments to Enhance Person-Centered Care Among Nursing Home Residents [O] . Gerald C Gannod, Katherine M Abbott, Kimberly Van Haitsma, 2018

机译：机器学习推荐系统，以定制偏好评估，以增强养老院居民之间以人为本的护理
8. Development of Resident Assessment System and Data Base for Nursing Home Residents. Report on the Small Scale Trial of the Minimum Data Set for Resident Assessment and Care Screening (MDS) [R] . Morris, J. N., Hawes, C., Phillips, C. D., 1990

机译：护理院居民住院评估系统和数据库的开发。关于居民评估和护理筛查（mDs）最低数据集的小规模试验报告

A Machine Learning Recommender System to Tailor Preference Assessments to Enhance Person-Centered Care Among Nursing Home Residents

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