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

2018 ◽  
Vol 59 (1) ◽  
pp. 167-176 ◽  
Author(s):  
Gerald C Gannod ◽  
Katherine M Abbott ◽  
Kimberly Van Haitsma ◽  
Nathan Martindale ◽  
Alexandra Heppner
2020 ◽  
Vol 4 (Supplement_1) ◽  
pp. 836-836
Author(s):  
Katherine Abbott ◽  
Kristine Williams

Abstract Advancing our knowledge related to honoring nursing home resident preferences is a cornerstone of person-centered care (PCC). While there are multiple approaches to providing PCC, we focus on resident preferences as assessed via the Preferences for Everyday Living Inventory (PELI). The PELI is an evidenced-based, validated instrument that can be used to enhance the delivery of PCC. In this symposium, we explore the perspectives of a variety of stakeholders including nursing home residents, staff, and the impact of preference-based care on provider level regulatory outcomes. First, we present a comparative study of preference importance among n=317 African America and White nursing home residents that found more similarities than differences between the two groups. Second, a content analysis of the responses from n=196 interviews with nursing home residents details the barriers and facilitators connected to their levels of satisfaction with their preferences being fulfilled. Third, perspectives from n=27 direct care workers explore the concept of pervasive risk avoidance to the delivery of PCC. Fourth, systems-level practices, such as shift assignments and provider schedules are identified as barriers to successfully fulfilling resident preferences from the perspectives of n=19 staff within assisted living. Our final presentation utilizes a fixed-effects panel regression analysis with n=551 Ohio nursing home providers to explore the impact of PELI use on regulatory outcomes such as substantiated complaints and deficiency scores reported in the CMS Nursing Home Compare data. Discussant Dr. Kristi Williams will integrate findings, highlighting implications for policy, practice, and future directions. Research in Quality of Care Interest Group Sponsored Symposium.


2018 ◽  
Vol 30 (10) ◽  
pp. 1519-1530 ◽  
Author(s):  
Ju Young Yoon

ABSTRACTBackground:The purpose of this study was to examine whether a perceived person-centered nursing home environment has a direct relationship with nursing home adjustment and life satisfaction, and whether a perceived person-centered nursing home environment has an indirect relationship with life satisfaction through improved nursing home adjustment.Methods:203 nursing home residents who were able to read and speak English and were physically and cognitively able to respond to questionnaires were included in this study. Data were collected from six nursing homes in the Midwestern US.Results:Higher levels of a perceived person-centered nursing home environment had a significantly direct relationship with increased life satisfaction of residents (β= 0.35), and this relationship was mediated by residents’ improved nursing home adjustment (β= 0.10). In-depth exploration using sub-domains of the main variables demonstrated that “safety” and “everydayness” of a person-centered nursing home environment were directly related to higher levels of life satisfaction (β= 0.15 andβ= 0.16, respectively); and “everydayness” was related to three sub-domains of nursing home adjustment: better “relationship development,” “acceptance of the new residence” (β= 0.32 andβ= 0.24, respectively), and lower “depressed mood” (β= 0.05). The positive relationship between “everydayness” and life satisfaction was partially mediated by the “relationship development” sub-domain of nursing home adjustment (β= 0.07).Conclusions:The findings provide new evidence for the positive association between person-centered care and nursing home adjustment. The findings also provide insights into the mechanism through which the specific sub-domains of person-centered care and nursing home adjustment operate in the path model.


2017 ◽  
Vol 1 (suppl_1) ◽  
pp. 1354-1355
Author(s):  
K.N. Corazzini ◽  
K. Scales ◽  
R.A. Anderson ◽  
Y. Song ◽  
B. Kang ◽  
...  

2015 ◽  
Vol 36 (8) ◽  
pp. 993-1015 ◽  
Author(s):  
R. Colin Reid ◽  
Neena L. Chappell

The provision of person-centered care for nursing home residents with dementia suggests the need for family caregiver involvement. In this article, we argue that optimal family involvement differs by family caregiver and therefore depends on the degree to which family caregivers consider their own involvement to be important. In this Canadian study, we compare the importance that 135 family caregivers of residents with dementia place on 20 kinds of involvement with the degree to which they perceive opportunities for involvement. Family Involvement Congruence Scores are calculated in three ways: those for whom involvement is important, those for whom involvement is not important, and an overall congruence score. Congruence scores varied by involvement type. These scores show promise for use in future research on family caregiver involvement and as tools for use by facilities as they endeavor to meet family caregiver expectations for involvement.


2015 ◽  
Vol 42 (2) ◽  
pp. 11-16 ◽  
Author(s):  
Lauren R. Bangerter ◽  
Katherine Abbott ◽  
Allison R. Heid ◽  
Rachel E. Klumpp ◽  
Kimberly Van Haitsma

2020 ◽  
Vol 46 (11) ◽  
pp. 17-27
Author(s):  
Justine S. Sefcik ◽  
Caroline Madrigal ◽  
Allison R. Heid ◽  
Sheila L. Molony ◽  
Kimberly Van Haitsma ◽  
...  

2015 ◽  
Vol 11 (7S_Part_16) ◽  
pp. P740-P740
Author(s):  
Ryan A. Mace ◽  
Kristen M. Clark ◽  
William E. Mansbach ◽  
Isabella E. Firth

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