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Mitchell RJ, Wijekulasuriya S, du Preez J, Lystad R, Chauhan A, Harrison R, Curtis K, Braithwaite J. Population-level quality indicators of end-of-life-care in an aged care setting: Rapid systematic review. Arch Gerontol Geriatr 2024; 116:105130. [PMID: 37535984 DOI: 10.1016/j.archger.2023.105130] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 06/29/2023] [Accepted: 07/14/2023] [Indexed: 08/05/2023]
Abstract
BACKGROUND As their health declines, many older adults require additional care and move to residential aged care facilities. Despite efforts to reduce it, variation persists in care quality at the end-of-life (EOL) between facilities. Indicators to monitor care variation are therefore required. This rapid systematic review aims to identify population-level indicators of the quality of end-of-life-care (EOLC) for residents of aged care. METHOD A rapid systematic review of five databases (MEDLINE, Embase, CINAHL, PsycINFO, Scopus) for studies that reported on the development, assessment or validation of at least one measure of EOLC quality for residents living in an aged care setting from 1 January 2000 to 18 April 2023 was conducted. Abstracts and full-texts were screened by two reviewers and each indicator critically appraised. Key characteristics of each study were extracted. RESULTS From seven studies, 106 EOLC quality indicators (75 of which were unique) for aged care residents were identified. Five studies specifically identified EOLC indicators for older residents with cognitive impairment. The EOLC quality indicators were diverse in nature. There were 31 EOLC quality indicators (22 unique indicators) focused on the structure and process of care provided and 51 (38 unique indicators) identified physical and psychological aspects of care. Twenty-three EOLC quality indicators (14 unique indicators) related to care of the imminently dying patient. CONCLUSION A common suite of population-level EOLC indicators that are reflective of care quality, are clinically appropriate, and important to residents and their families should be identified to monitor EOLC quality within and across jurisdictions.
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Affiliation(s)
- Rebecca J Mitchell
- Australian Institute of Health Innovation, Macquarie University, Australia.
| | | | - James du Preez
- Australian Institute of Health Innovation, Macquarie University, Australia
| | - Reidar Lystad
- Australian Institute of Health Innovation, Macquarie University, Australia
| | - Ashfaq Chauhan
- Australian Institute of Health Innovation, Macquarie University, Australia
| | - Reema Harrison
- Australian Institute of Health Innovation, Macquarie University, Australia
| | - Kate Curtis
- Susan Wakil School of Nursing and Midwifery, Faculty of Medicine and Health, The University of Sydney, Australia; Emergency Services, Illawarra Shoalhaven Local Health District, Wollongong Hospital, Australia
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Orth J, Li Y, Simning A, Zimmerman S, Temkin-Greener H. Nursing Home Residents With Dementia: Association Between Place of Death and Patient Safety Culture. THE GERONTOLOGIST 2021; 61:1296-1306. [PMID: 33206175 PMCID: PMC8809190 DOI: 10.1093/geront/gnaa188] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Nursing homes (NHs) care for 70% of Americans dying with dementia. Many consider deaths in NHs rather than hospitals as preferable for most of these residents. NH characteristics such as staff teamwork, communication, and other components of patient safety culture (PSC), together with state minimum NH nurse staffing requirements, may influence location of death. We examined associations between these variables and place of death (NH/hospital) among residents with dementia. RESEARCH DESIGN AND METHODS Cross-sectional study of 11,957 long-stay NH residents with dementia, age 65+, who died in NHs or hospitals shortly following discharge from one of 800 U.S. NHs in 2017. Multivariable logistic regression systematically estimated effects of PSC on odds of in-hospital death among residents with dementia, controlling for resident, NH, county, and state characteristics. Logistic regressions also determined moderating effects of state minimum NH nurse staffing requirements on relationships between key PSC domains and location of death. RESULTS Residents with dementia in NHs with higher PSC scores in communication openness had lower odds of in-hospital death. This effect was stronger in NHs located in states with higher minimum NH nurse staffing requirements. DISCUSSION AND IMPLICATIONS Promoting communication openness in NHs across nursing disciplines may help avoid unnecessary hospitalization at the end of life, and merits particular attention as NHs address nursing staff mix while adhering to state staffing requirements. Future research to better understand unintended consequences of staffing requirements is needed to improve end-of-life care in NHs.
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Affiliation(s)
- Jessica Orth
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, New York, USA
| | - Yue Li
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, New York, USA
| | - Adam Simning
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, New York, USA
- Department of Psychiatry, University of Rochester School of Medicine and Dentistry, New York, USA
| | - Sheryl Zimmerman
- The Cecil G. Sheps Center for Health Services Research and The Schools of Social Work and Public Health, University of North Carolina at Chapel Hill, USA
| | - Helena Temkin-Greener
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, New York, USA
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Facility and resident characteristics associated with variation in nursing home transfers: evidence from the OPTIMISTIC demonstration project. BMC Health Serv Res 2021; 21:492. [PMID: 34030672 PMCID: PMC8142645 DOI: 10.1186/s12913-021-06419-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 04/19/2021] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Centers for Medicare and Medicaid Services (CMS) funded demonstration project to evaluate financial incentives for nursing facilities providing care for 6 clinical conditions to reduce potentially avoidable hospitalizations (PAHs). The Optimizing Patient Transfers, Impacting Medical Quality, and Improving Symptoms: Transforming Institutional Care (OPTIMISTIC) site tested payment incentives alone and in combination with the successful nurse-led OPTIMISTIC clinical model. Our objective was to identify facility and resident characteristics associated with transfers, including financial incentives with or without the clinical model. METHODS This was a longitudinal analysis from April 2017 to June 2018 of transfers among nursing home residents in 40 nursing facilities, 17 had the full clinical + payment model (1726 residents) and 23 had payment only model (2142 residents). Using CMS claims data, the Minimum Data Set, and Nursing Home Compare, multilevel logit models estimated the likelihood of all-cause transfers and PAHs (based on CMS claims data and ICD-codes) associated with facility and resident characteristics. RESULTS The clinical + payment model was associated with 4.1 percentage points (pps) lower risk of all-cause transfers (95% confidence interval [CI] - 6.2 to - 2.1). Characteristics associated with lower PAH risk included residents aged 95+ years (- 2.4 pps; 95% CI - 3.8 to - 1.1), Medicare-Medicaid dual-eligibility (- 2.5 pps; 95% CI - 3.3 to - 1.7), advanced and moderate cognitive impairment (- 3.3 pps; 95% CI - 4.4 to - 2.1; - 1.2 pps; 95% CI - 2.2 to - 0.2). Changes in Health, End-stage disease and Symptoms and Signs (CHESS) score above most stable (CHESS score 4) increased the risk of PAH by 7.3 pps (95% CI 1.5 to 13.1). CONCLUSIONS Multiple resident and facility characteristics are associated with transfers. Facilities with the clinical + payment model demonstrated lower risk of all-cause transfers compared to those with payment only, but not for PAHs.
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Orth J, Li Y, Simning A, Zimmerman S, Temkin-Greener H. End-of-Life Care among Nursing Home Residents with Dementia Varies by Nursing Home and Market Characteristics. J Am Med Dir Assoc 2021; 22:320-328.e4. [PMID: 32736989 PMCID: PMC7855379 DOI: 10.1016/j.jamda.2020.06.021] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 05/30/2020] [Accepted: 06/05/2020] [Indexed: 11/23/2022]
Abstract
OBJECTIVES Nursing homes (NHs) are critical end-of-life (EOL) care settings for 70% of Americans dying with Alzheimer's disease/related dementias (ADRD). Whether EOL care/outcomes vary by NH/market characteristics for this population is unknown but essential information for improving NH EOL care/outcomes. Our objectives were to examine variations in EOL care/outcomes among decedents with ADRD and identify associations with NH/market characteristics. DESIGN Cross-sectional. OUTCOMES Place-of-death (hospital/NH), presence of pressure ulcers, potentially avoidable hospitalizations (PAHs), and hospice use at EOL. Key covariates were ownership, staffing, presence of Alzheimer's units, and market competition. SETTING AND PARTICIPANTS Long-stay NH residents with ADRD, age 65 + years of age, who died in 2017 (N = 191,435; 14,618 NHs) in NHs or hospitals shortly after NH discharge. METHODS National Medicare claims, Minimum Data Set, public datasets. Descriptive analyses and multivariable logistic regressions. RESULTS As ADRD severity increased, adjusted rates of in-hospital deaths and PAHs decreased (17.0% to 6.3%; 11.2% to 7.0%); adjusted rates of dying with pressure ulcers and hospice use increased (8.2% to 13.5%; 24.5% to 40.7%). Decedents with moderate and severe ADRD had 16% and 13% higher likelihoods of in-hospital deaths in for-profit NHs. In NHs with Alzheimer's units, likelihoods of in-hospital deaths, dying with pressure ulcers, and PAHs were significantly lower. As ADRD severity increased, higher licensed nurse staffing was associated with 14%‒27% lower likelihoods of PAHs. Increased NH market competition was associated with higher likelihood of hospice use, and lower likelihood of in-hospital deaths among decedents with moderate ADRD. CONCLUSIONS AND IMPLICATIONS Decedents with ADRD in NHs that were nonprofit, had Alzheimer's units, higher licensed nurse staffing, and in more competitive markets, had better EOL care/outcomes. Modifications to state Medicaid NH payments may promote better EOL care/outcomes for this population. Future research to understand NH care practices associated with presence of Alzheimer's units is warranted to identify mechanisms possibly promoting higher-quality EOL care.
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Affiliation(s)
- Jessica Orth
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, Rochester, NY.
| | - Yue Li
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, Rochester, NY
| | - Adam Simning
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, Rochester, NY; Department of Psychiatry, University of Rochester School of Medicine and Dentistry, Rochester, NY
| | - Sheryl Zimmerman
- The Cecil G. Sheps Center for Health Services Research and The Schools of Social Work and Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Helena Temkin-Greener
- Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry, Rochester, NY
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Tamara Konetzka R, Yan K, Werner RM. Two Decades of Nursing Home Compare: What Have We Learned? Med Care Res Rev 2020; 78:295-310. [PMID: 32538264 DOI: 10.1177/1077558720931652] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Approximately two decades ago, federally mandated public reporting began for U.S. nursing homes through a system now known as Nursing Home Compare. The goals were to provide information to enable consumers to choose higher quality nursing homes and to incent providers to improve the quality of care delivered. We conduct a systematic review of the literature on responses to Nursing Home Compare and its effectiveness in meeting these goals. We find evidence of modest but meaningful response by both consumers and providers. However, we also find evidence that some improvement in scores does not reflect true quality improvement, that disparities by race and income have increased, that risk-adjustment of the measures is likely inadequate, and that several key domains of quality are not represented. Our results support moderate success of Nursing Home Compare in achieving intended goals but also reveal the need for continued refinement.
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Affiliation(s)
| | - Kevin Yan
- The University of Chicago, Chicago, IL, USA
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Schnakenberg R, Silies K, Berg A, Kirchner Ä, Langner H, Chuvayaran Y, Köberlein-Neu J, Haastert B, Wiese B, Meyer G, Köpke S, Hoffmann F. Study on advance care planning in care dependent community-dwelling older persons in Germany (STADPLAN): protocol of a cluster-randomised controlled trial. BMC Geriatr 2020; 20:142. [PMID: 32303198 PMCID: PMC7164271 DOI: 10.1186/s12877-020-01537-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Accepted: 03/25/2020] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND In Germany, advance care planning (ACP) was first introduced by law in 2015. However, ACP is still uncommon in Germany and only few people have advance directive forms. This study aims to evaluate an ACP program in care dependent community-dwelling persons, compared to optimised usual care. METHODS A cluster-randomised controlled trial of 12 months duration will be conducted in 3 German study sites comparing the pretested ACP-counselling offered by trained nurses with a control group receiving optimised usual care. Using external concealed randomisation, 16 home care services each will be included in the intervention and the control group (30 participants per cluster; n = 960). Eligibility criteria for patients are: ≥60 years, somehow care dependent, adequate German language skills, assumed life-expectancy of ≥4 weeks, and cognitive ability for participation. ACP will be delivered by trained nurse facilitators of the respective home care services and communication will include proxy decision-makers. The primary endpoint will be patient activation, assessed by the Patient Activation Measure (PAM-13). Secondary endpoints include ACP-engagement, proportion of prepared advance directives, number and duration of hospitalisations, quality of life as well as depression and anxiety. Further, comprehensive economic and process evaluations will be conducted. DISCUSSION STADPLAN is the first study in Germany that assesses an adapted ACP intervention with trained nurses in home care services and the first international study focusing on cost effectiveness of ACP in community-dwelling older persons. The results will help to improve the understanding and communicating of patients' preferences regarding medical treatment and care and thereby contribute to patients' autonomy. TRIAL REGISTRATION German Clinical Trials Register: DRKS00016886 (Date of registration: 04.06.2019).
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Affiliation(s)
- Rieke Schnakenberg
- Department of Health Services Research, Faculty of Medicine and Health Sciences, Carl von Ossietzky University Oldenburg, Oldenburg, Germany
| | - Katharina Silies
- Institute for Social Medicine and Epidemiology, Nursing Research Unit, University of Lübeck, Lübeck, Germany
| | - Almuth Berg
- Medical Faculty, Institute for Health- and Nursing Science, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Änne Kirchner
- Medical Faculty, Institute for Health- and Nursing Science, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Henriette Langner
- Medical Faculty, Institute for Health- and Nursing Science, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Yuliya Chuvayaran
- Center for Health Economics and Health Services Research, Schumpeter School of Business and Economics, University of Wuppertal, Wuppertal, Germany
| | - Juliane Köberlein-Neu
- Center for Health Economics and Health Services Research, Schumpeter School of Business and Economics, University of Wuppertal, Wuppertal, Germany
| | | | - Birgitt Wiese
- Institute for General Practice, Hannover Medical School, Hannover, Germany
| | - Gabriele Meyer
- Medical Faculty, Institute for Health- and Nursing Science, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Sascha Köpke
- Institute for Social Medicine and Epidemiology, Nursing Research Unit, University of Lübeck, Lübeck, Germany
| | - Falk Hoffmann
- Department of Health Services Research, Faculty of Medicine and Health Sciences, Carl von Ossietzky University Oldenburg, Oldenburg, Germany
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Abstract
BACKGROUND End-of-life hospitalizations in nursing home residents are common, although they are often burdensome and potentially avoidable. AIM We aimed to summarize the existing evidence on end-of-life hospitalizations in nursing home residents. DESIGN Systematic review (PROSPERO registration number CRD42017072276). DATA SOURCES A systematic literature search was carried out in PubMed, CINAHL, and Scopus (date of search 9 April 2019). Studies were included if they reported proportions of in-hospital deaths or hospitalizations of nursing home residents in the last month of life. Two authors independently selected studies, extracted data, and assessed the quality of studies. Median with interquartile range was used to summarize proportions. RESULTS A total of 35 studies were identified, more than half of which were from the United States (n = 18). While 29 studies reported in-hospital deaths, 12 studies examined hospitalizations during the last month of life. The proportion of in-hospital deaths varied markedly between 5.9% and 77.1%, with an overall median of 22.6% (interquartile range: 16.3%-29.5%). The proportion of residents being hospitalized during the last month of life ranged from 25.5% to 69.7%, and the median was 33.2% (interquartile range: 30.8%-38.4%). Most studies investigating the influence of age found that younger age was associated with a higher likelihood of end-of-life hospitalization. Four studies assessed trends over time, showing heterogeneous findings. CONCLUSION There is a wide variation in end-of-life hospitalizations, even between studies from the same country. Overall, such hospitalizations are common among nursing home residents, which indicates that interventions tailored to each specific health care system are needed to improve end-of-life care.
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Affiliation(s)
- Katharina Allers
- Department of Health Services Research, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
| | - Falk Hoffmann
- Department of Health Services Research, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
| | - Rieke Schnakenberg
- Department of Health Services Research, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
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Impact of Nursing Home Palliative Care Teams on End-of-Life Outcomes: A Randomized Controlled Trial. Med Care 2017; 56:11-18. [PMID: 29068904 DOI: 10.1097/mlr.0000000000000835] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Deficits in end-of-life care in nursing homes (NHs) are reported, but the impact of palliative care teams (PCTeams) on resident outcomes remains largely untested. OBJECTIVE Test the impact of PCTeams on end-of-life outcomes. RESEARCH DESIGN Multicomponent strategy employing a randomized, 2-arm controlled trial with a difference-in-difference analysis, and a nonrandomized second control group to assess the intervention's placebo effect. SUBJECTS In all, 25 New York State NHs completed the trial (5830 decedent residents) and 609 NHs were in the nonrandomized group (119,486 decedents). MEASURES Four risk-adjusted outcome measures: place of death, number of hospitalizations, self-reported moderate-to-severe pain, and depressive symptoms. The Minimum Data Set, vital status files, staff surveys, and in-depth interviews were employed. For each outcome, a difference-in-difference model compared the pre-post intervention periods using logistic and Poisson regressions. RESULTS Overall, we found no statistically significant effect of the intervention. However, independent analysis of the interview data found that only 6 of the 14 treatment facilities had continuously working PCTeams throughout the study period. Decedents in homes with working teams had significant reductions in the odds of in-hospital death compared to the other treatment [odds ratio (OR), 0.400; P<0.001), control (OR, 0.482; P<0.05), and nonrandomized control NHs (0.581; P<0.01). Decedents in these NHs had reduced rates of depressive symptoms (OR, 0.191; P≤0.01), but not pain or hospitalizations. CONCLUSIONS The intervention was not equally effective for all outcomes and facilities. As homes vary in their ability to adopt new care practices, and in their capacity to sustain them, reforms to create the environment in which effective palliative care can become broadly implemented are needed.
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Improving palliative care through teamwork (IMPACTT) in nursing homes: Study design and baseline findings. Contemp Clin Trials 2017; 56:1-8. [PMID: 28315478 DOI: 10.1016/j.cct.2017.01.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Revised: 01/13/2017] [Accepted: 01/14/2017] [Indexed: 11/21/2022]
Abstract
BACKGROUND The 2014 Institute of Medicine report recommended that healthcare providers caring for individuals with advanced illness have basic palliative care competencies in communication, inter-professional collaboration, and symptom management. Nursing homes, where one in three American decedents live and die, have fallen short of these competency goals. We implemented an intervention study to examine the efficacy of nursing home-based integrated palliative care teams in improving the quality of care processes and outcomes for residents at the end of life. METHODS/DESIGN This paper describes the design, rationale, and challenges of a two-arm randomized controlled trial of nursing home-based palliative care teams in 31 facilities. The impact of the intervention on residents' outcomes is measured with four risk-adjusted quality indicators: place of death (nursing home or hospital), number of hospitalizations, and self-reported pain and depression in the last 90-days of life. The effect of the intervention is also evaluated with regard to staff satisfaction and impact on care processes (e.g. palliative care competency, communication, coordination). Both secondary (e.g. the Minimum Data Set) and primary (e.g. staff surveys) data are employed to examine the effect of the intervention. DISCUSSION Several challenges in conducting a complex, nursing home-based intervention have been identified. While sustainability of the intervention without research funding is not clear, we surmise that without changes to the payment model that put palliative care services in this care setting on par with the more "skilled" care, it will not be reasonable to expect any widespread efforts to implement facility-based palliative care services.
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Temkin-Greener H, Li Q, Li Y, Segelman M, Mukamel DB. End-of-Life Care in Nursing Homes: From Care Processes to Quality. J Palliat Med 2016; 19:1304-1311. [PMID: 27529742 DOI: 10.1089/jpm.2016.0093] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND/OBJECTIVE Nursing homes (NHs) are an important setting for the provision of palliative and end-of-life (EOL) care. Excessive reliance on hospitalizations at EOL and infrequent enrollment in hospice are key quality concerns in this setting. We examined the association between communication-among NH providers and between providers and residents/family members-and two EOL quality measures (QMs): in-hospital deaths and hospice use. DESIGN AND METHODS We developed two measures of communication by using a survey tool implemented in a random sample of U.S. NHs in 2011-12. Using secondary data (Minimum Data Set, Medicare, and hospice claims), we developed two risk-adjusted quality metrics for in-hospital death and hospice use. In the 1201 NHs, which completed the survey, we identified 54,526 residents, age 65+, who died in 2011. Psychometric assessment of the two communication measures included principal factor and internal consistency reliability analyses. Random-effect logistic and weighted least-square regression models were estimated to develop facility-level risk-adjusted QMs, and to assess the effect of communication measures on the quality metrics. RESULTS Better communication with residents/family members was statistically significantly (p = 0.015) associated with fewer in-hospital deaths. However, better communication among providers was significantly (p = 0.006) associated with lower use of hospice. CONCLUSIONS Investing in NHs to improve communication between providers and residents/family may lead to fewer in-hospital deaths. Improved communication between providers appears to reduce, rather than increase, NH-to-hospice referrals. The actual impact of improved provider communication on residents' EOL care quality needs to be better understood.
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Affiliation(s)
- Helena Temkin-Greener
- 1 Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry , Rochester, New York
| | - Qinghua Li
- 2 RTI International, Waltham, Massachusetts
| | - Yue Li
- 1 Department of Public Health Sciences, University of Rochester School of Medicine and Dentistry , Rochester, New York
| | | | - Dana B Mukamel
- 3 Department of Medicine, University of California , Irvine, California
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