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Algu K, Wales J, Anderson M, Omilabu M, Briggs T, Kurahashi AM. Naming racism as a root cause of inequities in palliative care research: a scoping review. BMC Palliat Care 2024; 23:143. [PMID: 38858646 PMCID: PMC11163751 DOI: 10.1186/s12904-024-01465-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Accepted: 05/22/2024] [Indexed: 06/12/2024] Open
Abstract
BACKGROUND Racial and ethnic inequities in palliative care are well-established. The way researchers design and interpret studies investigating race- and ethnicity-based disparities has future implications on the interventions aimed to reduce these inequities. If racism is not discussed when contextualizing findings, it is less likely to be addressed and inequities will persist. OBJECTIVE To summarize the characteristics of 12 years of academic literature that investigates race- or ethnicity-based disparities in palliative care access, outcomes and experiences, and determine the extent to which racism is discussed when interpreting findings. METHODS Following Arksey & O'Malley's methodology for scoping reviews, we searched bibliographic databases for primary, peer reviewed studies globally, in all languages, that collected race or ethnicity variables in a palliative care context (January 1, 2011 to October 17, 2023). We recorded study characteristics and categorized citations based on their research focus-whether race or ethnicity were examined as a major focus (analyzed as a primary independent variable or population of interest) or minor focus (analyzed as a secondary variable) of the research purpose, and the interpretation of findings-whether authors directly or indirectly discussed racism when contextualizing the study results. RESULTS We identified 3000 citations and included 181 in our review. Of these, most were from the United States (88.95%) and examined race or ethnicity as a major focus (71.27%). When interpreting findings, authors directly named racism in 7.18% of publications. They were more likely to use words closely associated with racism (20.44%) or describe systemic or individual factors (41.44%). Racism was directly named in 33.33% of articles published since 2021 versus 3.92% in the 10 years prior, suggesting it is becoming more common. CONCLUSION While the focus on race and ethnicity in palliative care research is increasing, there is room for improvement when acknowledging systemic factors - including racism - during data analysis. Researchers must be purposeful when investigating race and ethnicity, and identify how racism shapes palliative care access, outcomes and experiences of racially and ethnically minoritized patients.
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Affiliation(s)
- Kavita Algu
- Temmy Latner Centre for Palliative Care, 60 Murray Street, 4th Floor, Box 13, Toronto, ON, M5T3L9, Canada.
| | - Joshua Wales
- Temmy Latner Centre for Palliative Care, 60 Murray Street, 4th Floor, Box 13, Toronto, ON, M5T3L9, Canada
| | - Michael Anderson
- Waakebiness-Bryce Institute for Indigenous Health, Dalla Lana School of Public Health, University of Toronto, 155 College Street, 6th floor, Toronto, ON, M5T 3M7, Canada
| | - Mariam Omilabu
- Temmy Latner Centre for Palliative Care, 60 Murray Street, 4th Floor, Box 13, Toronto, ON, M5T3L9, Canada
| | - Thandi Briggs
- Home and Community Care Support Services Toronto Central, 250 Dundas St. W, Toronto, ON, M5T 2Z5, Canada
| | - Allison M Kurahashi
- Temmy Latner Centre for Palliative Care, 60 Murray Street, 4th Floor, Box 13, Toronto, ON, M5T3L9, Canada
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Osakwe ZT, Calixte R, Peterson ML, Young SG, Ikhapoh I, Pierre K, McIntosh JT, Senteio C, Girardin JL. Association of Hospice Agency Location and Neighborhood Socioeconomic Disadvantage in the U.S. Am J Hosp Palliat Care 2024; 41:309-317. [PMID: 37644697 DOI: 10.1177/10499091231195319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND Despite the growing increase in the utilization of hospice in the U.S, disparities exist in the utilization of hospice. Accumulating evidence has shown that neighborhood characteristics have an impact on availability of hospice agencies. OBJECTIVE To assess the association between neighborhood social vulnerability and hospice agency availability. METHODS Using the Medicare Post-Acute Care and Hospice Provider Utilization and Payment Public Use Files (PAC PUF) for 2019. Hospice agency addresses were geocoded to the census tract level. Multivariable Poisson regression models were used to assess the association between socioeconomic status SVI theme and hospice agency availability adjusting for number of home health agencies, primary care health profession shortage, per cent Black, and Percent Hispanic at the census tract level and rurality. RESULTS The socioeconomic status SVI subtheme was associated with decreased likelihood of hospice agency availability (adjusted IRR (aIRR), .56; 95% CI, .50- .63; P < .001). Predominantly Black, and predominantly Hispanic neighborhoods had lower rates of hospice agency availability (aIRR, .48; 95% CI, .39-.59; P < .001 and aIRR, .29; 95% CI, .24-.36; P < .001), respectively. CONCLUSION Neighborhood socioeconomic disadvantage was associated with lower availability of hospice agencies. Policies aimed at increasing access to hospice should be cognizant of neighborhood socioeconomic disadvantage.
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Affiliation(s)
- Zainab Toteh Osakwe
- College of Nursing and Public Health, Adelphi University, Garden City, NY, USA
| | - Rose Calixte
- Department of Epidemiology and Biostatistics, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Mandi-Leigh Peterson
- North Dakota Healthcare Workforce Group, University of North Dakota, Grand Forks, ND, USA
| | - Sean G Young
- Peter O'Donnell Jr. School of Public Health, UT Southwestern Medical Center, Dallas, TX, USA
| | - Izuagie Ikhapoh
- School of Engineering and Applies Sciences, University of Buffalo, Buffalo, NY, USA
| | - Kaydeen Pierre
- College of Nursing and Public Health, Adelphi University, Garden City, NY, USA
| | - Jennifer T McIntosh
- College of Nursing and Public Health, Adelphi University, Garden City, NY, USA
- Yale University School of Nursing, Orange, CT, USA
| | - Charles Senteio
- Department of Library and Information Science, School of Communication and Information, Rutgers University, New Brunswick, NJ, USA
| | - Jean-Louis Girardin
- Department of Psychiatry and Neurology at the Miller School of Medicine, University of Miami, Miami, FL, USA
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Zhang Y, Luth EA, Phongtankuel V, Ling W, Zhang M, Shao H. Factors associated with preventable hospitalizations after hospice live discharge among Medicare patients with Alzheimer's disease and related dementias. J Am Geriatr Soc 2023; 71:3631-3635. [PMID: 37417691 PMCID: PMC10771532 DOI: 10.1111/jgs.18505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 06/09/2023] [Accepted: 06/24/2023] [Indexed: 07/08/2023]
Affiliation(s)
- Yongkang Zhang
- Department of Population Health Sciences, Weill Medical College of Cornell University, New York, NY, USA
| | - Elizabeth A. Luth
- Institute for Health, Healthcare Policy and Aging Research, Department of Family Medicine and Community Health, Rutgers University, New Brunswick, NJ, USA
| | - Veerawat Phongtankuel
- Division of Geriatrics and Palliative Medicine, New York-Presbyterian/Weill Cornell Medical Center, New York, NY, USA
| | - Wodan Ling
- Department of Population Health Sciences, Weill Medical College of Cornell University, New York, NY, USA
| | - Manyao Zhang
- Department of Population Health Sciences, Weill Medical College of Cornell University, New York, NY, USA
| | - Hui Shao
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA
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Zhang Y, Shao H, Zhang M, Li J. Healthcare Utilization and Mortality After Hospice Live Discharge Among Medicare Patients With and Without Alzheimer's Disease and Related Dementias. J Gen Intern Med 2023; 38:2272-2278. [PMID: 36650330 PMCID: PMC10406979 DOI: 10.1007/s11606-023-08031-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 12/30/2022] [Indexed: 01/19/2023]
Abstract
BACKGROUND Little is known about post-discharge outcomes among patients who were discharged alive from hospice. OBJECTIVE To compare healthcare utilization and mortality after hospice live discharge among Medicare patients with and without Alzheimer's disease and related dementias (ADRD). DESIGN Retrospective cohort study using Medicare claims data of a 20% random sample of Medicare fee-for-service (FFS) patients. PARTICIPANTS A total of 153,696 Medicare FFS patients experienced live discharge from hospice between 2014 and 2019. MEASURES Two types of burdensome transition (type 1: live discharge from hospice followed by hospitalization and subsequent hospice readmission; type 2: live discharge from hospice followed by hospitalization with the patient deceased in the hospital), acute care utilization, hospice readmission, and mortality in the 30 and 180 days after live discharge and between live discharge and death. RESULTS Compared with non-ADRD patients, ADRD patients were less likely to experience burdensome transitions (type 1: adjusted odds ratio [aOR], 0.94; 95% confidence interval [CI], 0.90-0.98; type 2: aOR, 0.70; 95% CI, 0.65-0.75), more likely to have ED visits (aOR, 1.05; 95% CI, 1.01-1.09), less likely to die (aOR, 0.71; 95% CI, 0.69-0.73), and less likely to be readmitted to hospice (aOR, 0.86; 95% CI, 0.84-0.89) 30 days after live discharge. Results of 180-day post-discharge outcomes were largely consistent with results of 30-day outcomes. Among patients who died as of December 31, 2019, ADRD patients were less likely to be hospitalized (aOR, 0.88; 95% CI, 0.85-0.92) and more likely to be readmitted to hospice (aOR, 1.12; 95% CI, 1.08-1.16) between live discharge and death. Significant racial/ethnicity disparities in acute care utilization and mortality after live discharge existed in both ADRD and non-ADRD groups. CONCLUSION ADRD patients had lower mortality, a longer survival time, a lower rate of hospitalization, and an initially lower but gradually increasing rate of hospice readmission than non-ADRD patients after hospice live discharge. These different trajectories warrant further investigation of the eligibility of their initial hospice enrollment. Black patients had significantly worse outcomes after hospice live discharge compared with White patients.
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Affiliation(s)
- Yongkang Zhang
- Department of Population Health Sciences, Weill Medical College of Cornell University, 402 East 67th Street, New York, NY, 10065, USA.
| | - Hui Shao
- Center for Drug Evaluation and Safety, Department of Pharmaceutical Outcomes and Policy, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Manyao Zhang
- Department of Population Health Sciences, Weill Medical College of Cornell University, 402 East 67th Street, New York, NY, 10065, USA
| | - Jing Li
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, Department of Pharmacy, University of Washington, Seattle, WA, USA
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Hunt LJ, Gan S, Boscardin WJ, Yaffe K, Ritchie CS, Aldridge MD, Smith AK. A national study of disenrollment from hospice among people with dementia. J Am Geriatr Soc 2022; 70:2858-2870. [PMID: 35670444 PMCID: PMC9588572 DOI: 10.1111/jgs.17912] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 05/05/2022] [Accepted: 05/09/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND People with dementia (PWD) are at high risk for hospice disenrollment, yet little is known about patterns of disenrollment among the growing number of hospice enrollees with dementia. DESIGN Retrospective, observational cohort study of 100% Medicare beneficiaries with dementia aged 65 and older enrolled in the Medicare Hospice Benefit between July 2012 and December 2017. Outcome measures included hospice-initiated disenrollment for patients whose rate of decline ceased to meet the Medicare hospice eligibility guideline of "expected death within 6 months" (extended prognosis) and patient-initiated disenrollment (revocation). Hospice, regional, and patient risk factors and variation were assessed with multilevel mixed-effects logistic regression models. RESULTS Among 867,695 hospice enrollees with dementia, 70,945 (8.2%) were disenrolled due to extended prognosis and 43,133 (5.0%) revoked within 1-year of their index admission. There was substantial variation in hospice provider disenrollment due to extended prognosis (10th-90th percentile 4.5%-14.6%, adjusted median odds ratio (MOR) 1.86, 95% confidence interval (CI) 1.82, 1.91) and revocation (10th-90th percentile 2.5%-10.1%, MOR 2.09, 95% CI 2.03, 2.14). Among hospital referral regions (HRR), there was more variation in revocation (10th-90th percentile 3.5%-7.6%, MOR 1.4, 95% CI 1.34, 1.47) than extended prognosis (10th-90th percentile 7.0%-9.5%, MOR 1.23, 95% CI 1.18, 1.27), with much higher revocation rates noted in HRRs located in the Southeast and Southern California. A number of patient and hospice characteristics were associated with higher odds of both types of disenrollment (younger age, female sex, minoritized race and ethnicity, Medicaid dual eligibility, Medicare Part C enrollment), while some were associated with revocation only (more comorbidities, newer, smaller, and for-profit hospices). CONCLUSIONS In this nationally representative study of hospice enrollees with dementia, hospice disenrollment varied by type of hospice, geographic region, and patient characteristics including age, sex, race, and ethnicity. These findings raise important questions about whether and how the Medicare Hospice Benefit could be adapted to reduce disparities and better support PWD.
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Affiliation(s)
- Lauren J. Hunt
- Department of Physiological Nursing, University of California, San Francisco
- Global Brain Health Institute, University of California, San Francisco
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco
| | - Siqi Gan
- Northern California Institute for Research and Education, San Francisco, CA
| | - W. John Boscardin
- Division of Geriatrics, University of California, San Francisco
- Department of Epidemiology and Biostatistics, University of California, San Francisco
| | - Kristine Yaffe
- Department of Psychiatry, University of California, San Francisco
- Department of Neurology, University of California, San Francisco
| | - Christine S. Ritchie
- Division of Palliative Care and Geriatric Medicine, Harvard Medical School, Boston, MA
- Mongan Institute for Aging and Serious Illness, Massachusetts General Hospital, Boston, MA
| | - Melissa D. Aldridge
- Department of Geriatrics and Palliative Medicine, Icahn School of Medicine at Mount Sinai, NY, NY
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Sullivan SS, Bo W, Li CS, Xu W, Chang YP. Predicting Hospice Transitions in Dementia Caregiving Dyads: An Exploratory Machine Learning Approach. Innov Aging 2022; 6:igac051. [PMID: 36452051 PMCID: PMC9701063 DOI: 10.1093/geroni/igac051] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Indexed: 10/19/2023] Open
Abstract
Background and Objectives Hospice programs assist people with serious illness and their caregivers with aging in place, avoiding unnecessary hospitalizations, and remaining at home through the end-of-life. While evidence is emerging of the myriad of factors influencing end-of-life care transitions among persons living with dementia, current research is primarily cross- sectional and does not account for the effect that changes over time have on hospice care uptake, access, and equity within dyads. Research Design and Methods Secondary data analysis linking the National Health and Aging Trends Study to the National Study of Caregiving investigating important social determinants of health and quality-of-life factors of persons living with dementia and their primary caregivers (n = 117) on hospice utilization over 3 years (2015-2018). We employ cutting-edge machine learning approaches (correlation matrix analysis, principal component analysis, random forest [RF], and information gain ratio [IGR]). Results IGR indicators of hospice use include persons living with dementia having diabetes, a regular physician, a good memory rating, not relying on food stamps, not having chewing or swallowing problems, and whether health prevents them from enjoying life (accuracy = 0.685; sensitivity = 0.824; specificity = 0.537; area under the curve (AUC) = 0.743). RF indicates primary caregivers' age, and the person living with dementia's income, census division, number of days help provided by caregiver per month, and whether health prevents them from enjoying life predicts hospice use (accuracy = 0.624; sensitivity = 0.713; specificity = 0.557; AUC = 0.703). Discussion and Implications Our exploratory models create a starting point for the future development of precision health approaches that may be integrated into learning health systems that prompt providers with actionable information about who may benefit from discussions around serious illness goals-for-care. Future work is necessary to investigate those not considered in this study-that is, persons living with dementia who do not use hospice care so additional insights can be gathered around barriers to care.
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Affiliation(s)
| | - Wei Bo
- Department of Computer Science Engineering, University at Buffalo, Buffalo, New York, USA
| | - Chin-Shang Li
- School of Nursing, University at Buffalo, Buffalo, New York, USA
| | - Wenyao Xu
- Department of Computer Science Engineering, University at Buffalo, Buffalo, New York, USA
| | - Yu-Ping Chang
- School of Nursing, University at Buffalo, Buffalo, New York, USA
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Miller-Rosales C, McCloskey J, Uratsu CS, Ralston JD, Bayliss EA, Grant RW. Associations Between Different Self-reported Social Risks and Neighborhood-level Resources in Medicaid Patients. Med Care 2022; 60:563-569. [PMID: 35640038 PMCID: PMC9262842 DOI: 10.1097/mlr.0000000000001735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Adverse social conditions are a key contributor to health disparities. Improved understanding of how social risk factors interact with each other and with neighborhood characteristics may inform efforts to reduce health disparities. DATA A questionnaire of 29,281 patients was collected through the enrollment of Medicaid beneficiaries in a large Northern California integrated health care delivery system between May 2016 and February 2020. EXPOSURES Living in the least resourced quartile of neighborhoods as measured by a census-tract level Neighborhood Deprivation Index score. MAIN OUTCOMES Five self-reported social risk factors: financial need, food insecurity, housing barriers, transportation barriers, and functional limitations. RESULTS Nearly half (42.0%) of patients reported at least 1 social risk factor; 22.4% reported 2 or more. Mean correlation coefficient between social risk factors was ρ=0.30. Multivariable logistic models controlling for age, race/ethnicity, sex, count of chronic conditions, and insurance source estimated that living in the least resourced neighborhoods was associated with greater odds of food insecurity (adjusted odds ratio=1.07, 95% confidence interval: 1.00-1.13) and transportation barriers (adjusted odds ratio=1.20, 95% confidence interval: 1.11-1.30), but not financial stress, housing barriers, or functional limitations. CONCLUSIONS AND RELEVANCE We found that among 5 commonly associated social risk factors, Medicaid patients in a large Northern California health system typically reported only a single factor and that these factors did not correlate strongly with each other. We found only modestly greater social risk reported by patients in the least resourced neighborhoods. These results suggest that individual-level interventions should be targeted to specific needs whereas community-level interventions may be similarly important across diverse neighborhoods.
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Affiliation(s)
| | - Jodi McCloskey
- Division of Research, Kaiser Permanente Northern California, Oakland, CA
| | - Connie S. Uratsu
- Division of Research, Kaiser Permanente Northern California, Oakland, CA
| | - James D. Ralston
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle WA
| | - Elizabeth A. Bayliss
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, CO
- Department of Family Medicine, University of Colorado School of Medicine, Aurora, CO
| | - Richard W Grant
- Division of Research, Kaiser Permanente Northern California, Oakland, CA
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Cardenas V, Fennell G, Enguidanos S. Hispanics and Hospice: A Systematic Literature Review. Am J Hosp Palliat Care 2022; 40:552-573. [PMID: 35848308 PMCID: PMC9845431 DOI: 10.1177/10499091221116068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Background. Hospice has been shown to improve patient and family satisfaction with care, reduce hospitalizations and hospital costs, and reduce pain and symptoms. Despite more than 40 years of hospice care and related research in the U.S., few studies examining hospice experiences have included Hispanics. Thus, little is known about hospice barriers, facilitators, and outcomes among Hispanics.Aim. This systematic literature review aimed to provide a comprehensive overview of studies assessing knowledge of and attitudes toward hospice, barriers and facilitators to hospice use, utilization patterns, and hospice-related outcomes among Hispanics.Design. Between March 2019 and March 2020 we searched Ovid Medline (PubMed), EMBASE, and CINAHL, using search terms for hospice care, end-of-life care, Hispanics, and Latinos. All steps were guided by the Preferred Reporting Items for Systematic Reviews and Meta-Analysis Protocols. U.S. studies that examined Hispanics' knowledge and attitudes towards hospice, facilitators or barriers to hospice use, hospice use, and hospice-related outcomes were included. Qualitative studies and non-empirical work were excluded. Study quality was assessed using Hawker's quality criteria.Results. Of the 4,841 abstracts reviewed, 41 peer-reviewed articles met the inclusion criteria. These studies largely report lower hospice knowledge and awareness among Hispanics and mixed results around hospice use and outcomes in comparison to Whites.Conclusion. There has been relatively little research focused specifically on Hispanics' experience with hospice. Future research should focus on testing interventions for overcoming hospice-related disparities among Hispanics and on improving access to quality hospice care among terminally ill Hispanics.
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Affiliation(s)
- Valeria Cardenas
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Gillian Fennell
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Susan Enguidanos
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
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Douthit BJ, Walden RL, Cato K, Coviak CP, Cruz C, D'Agostino F, Forbes T, Gao G, Kapetanovic TA, Lee MA, Pruinelli L, Schultz MA, Wieben A, Jeffery AD. Data Science Trends Relevant to Nursing Practice: A Rapid Review of the 2020 Literature. Appl Clin Inform 2022; 13:161-179. [PMID: 35139564 PMCID: PMC8828453 DOI: 10.1055/s-0041-1742218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND The term "data science" encompasses several methods, many of which are considered cutting edge and are being used to influence care processes across the world. Nursing is an applied science and a key discipline in health care systems in both clinical and administrative areas, making the profession increasingly influenced by the latest advances in data science. The greater informatics community should be aware of current trends regarding the intersection of nursing and data science, as developments in nursing practice have cross-professional implications. OBJECTIVES This study aimed to summarize the latest (calendar year 2020) research and applications of nursing-relevant patient outcomes and clinical processes in the data science literature. METHODS We conducted a rapid review of the literature to identify relevant research published during the year 2020. We explored the following 16 topics: (1) artificial intelligence/machine learning credibility and acceptance, (2) burnout, (3) complex care (outpatient), (4) emergency department visits, (5) falls, (6) health care-acquired infections, (7) health care utilization and costs, (8) hospitalization, (9) in-hospital mortality, (10) length of stay, (11) pain, (12) patient safety, (13) pressure injuries, (14) readmissions, (15) staffing, and (16) unit culture. RESULTS Of 16,589 articles, 244 were included in the review. All topics were represented by literature published in 2020, ranging from 1 article to 59 articles. Numerous contemporary data science methods were represented in the literature including the use of machine learning, neural networks, and natural language processing. CONCLUSION This review provides an overview of the data science trends that were relevant to nursing practice in 2020. Examinations of such literature are important to monitor the status of data science's influence in nursing practice.
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Affiliation(s)
- Brian J. Douthit
- Tennessee Valley Healthcare System, U.S. Department of Veterans Affairs; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, United States
| | - Rachel L. Walden
- Annette and Irwin Eskind Family Biomedical Library, Vanderbilt University, Nashville, Tennessee, United States
| | - Kenrick Cato
- Department of Emergency Medicine, Columbia University School of Nursing, New York, New York, United States
| | - Cynthia P. Coviak
- Professor Emerita of Nursing, Grand Valley State University, Allendale, Michigan, United States
| | - Christopher Cruz
- Global Health Technology and Informatics, Chevron, San Ramon, California, United States
| | - Fabio D'Agostino
- Department of Medicine and Surgery, Saint Camillus International University of Health Sciences, Rome, Italy
| | - Thompson Forbes
- College of Nursing, East Carolina University, Greenville, North California, United States
| | - Grace Gao
- Department of Nursing, St Catherine University, Saint Paul, Minnesota, United States
| | - Theresa A. Kapetanovic
- College of Nursing, East Carolina University, Greenville, North California, United States
| | - Mikyoung A. Lee
- College of Nursing, Texas Woman's University, Denton, Texas, United States
| | - Lisiane Pruinelli
- School of Nursing, University of Minnesota, Minneapolis, Minnesota, United States
| | - Mary A. Schultz
- Department of Nursing, California State University, San Bernardino, California, United States
| | - Ann Wieben
- School of Nursing, University of Wisconsin-Madison, Wisconsin, United States
| | - Alvin D. Jeffery
- School of Nursing, Vanderbilt University; Tennessee Valley Healthcare System, U.S. Department of Veterans Affairs, Nashville, Tennessee, United States,Address for correspondence Alvin D. Jeffery, PhD, RN-BC, CCRN-K, FNP-BC 461 21st Avenue South, Nashville, TN 37240United States
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Wladkowski SP, Wallace CL. The Forgotten and Misdiagnosed Care Transition: Live Discharge From Hospice Care. Gerontol Geriatr Med 2022; 8:23337214221109984. [PMID: 35846976 PMCID: PMC9280841 DOI: 10.1177/23337214221109984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Revised: 06/09/2022] [Accepted: 06/10/2022] [Indexed: 11/16/2022] Open
Abstract
Every aspect of the United States healthcare industry presents transitions in care—hospitalizations, rehabilitation, long-term care placement—each requiring careful attention. With a goal of maintaining safety during a known point of vulnerability for patients, discharge planning is required in hospitals, skilled nursing facilities, and home health agencies under Medicare guidelines. Yet, no required discharge planning or clear guidelines are available for a discharge from hospice; it is a forgotten care transition in our healthcare system. Of the 1.6 million Medicare recipients hospices serve each year, hospices discharge 17.4% alive. Under Medicare regulations, if clinicians cannot document acceptable patient decline, then patients are decertified from hospice categorized as “no longer terminally ill”, otherwise known as a live discharge. These patients are often referred to as “not dying fast enough,” or “failure to die on time,” as ultimately, they are still dying, and they are still terminally ill, just not within the prescribed 6-month framework. This paper outlines what is known about the occurrences and experiences of live discharge from hospice care and provides suggestions for improving both practice and policy.
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Aaron SP, Gazaway SB, Harrell ER, Elk R. Disparities and Racism Experienced Among Older African Americans Nearing End of Life. CURRENT GERIATRICS REPORTS 2021; 10:157-166. [PMID: 34956825 PMCID: PMC8685164 DOI: 10.1007/s13670-021-00366-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/02/2021] [Indexed: 11/23/2022]
Abstract
Purpose of Review The purpose of this review is to examine racism in healthcare as it relates to older African American adults. We focus on health disparities in old age and medical mismanagement throughout their lifespan. Recent Findings In the United States there have been extensive medical advances over the past several decades. Individuals are living longer, and illnesses that were deemed terminal in the past are now considered chronic illnesses. While most individuals living with chronic illness have experienced better quality of life, this is not the case for many African American older adults. Summary Older African American adults are less likely to have their chronic illness sufficiently managed and are more likely to die from chronic illnesses that are well controlled in Whites. African American older adults also continue to suffer from poorer healthcare outcomes throughout the lifespan to end-of-life.
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Affiliation(s)
- Siobhan P Aaron
- College of Nursing, University of Utah, 10 2000 E, Salt Lake City, UT 84112 U.S.A
| | - Shena B Gazaway
- School of Nursing, University of Alabama Birmingham, Birmingham, AL U.S.A
| | - Erin R Harrell
- Department of Psychology, University of Alabama, Tuscaloosa, AL U.S.A
| | - Ronit Elk
- Department of Medicine, University of Alabama Birmingham, Birmingham, AL U.S.A
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Kumar P, Yasmin F, Khan MS, Shahid I, Diwan MN, Leiter RE, Warraich HJ. Place of death in Parkinson's disease: trends in the USA. BMJ Support Palliat Care 2021:bmjspcare-2021-003016. [PMID: 34475135 DOI: 10.1136/bmjspcare-2021-003016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 07/28/2021] [Indexed: 01/19/2023]
Abstract
BACKGROUND Parkinson's disease (PD) is a significant cause of mortality but little is known about the place of death for patients with PD in the USA, a key metric of end-of-life care. METHODOLOGY A trend analysis was conducted for years 2003-2017 using aggregated death certificate data from the Centers for Disease Control and Prevention Wide-ranging OnLine Data for Epidemiologic Research) database, with individual-level mortality data from the Mortality Multiple Cause-of-Death Public Use Record available between 2013 and 2017. All natural deaths for which PD was identified as an underlying cause of death were identified. Place of death was categorised as hospital, decedent home, hospice facility, nursing home/long-term care and other. RESULTS Between 2003 and 2017, 346141 deaths were attributed to PD (59% males, 93.7% White). Most deaths occurred in patients aged 75-84 years (43.9%), followed by those aged ≥85 years (40.9 %). Hospital and nursing home deaths decreased from 18% (n=3240) and 52.6% (n=9474) in 2003 to 9.2% (n=2949) and 42% (n=13 429) in 2017, respectively. Home deaths increased from 21.1% (n=3804) to 32.4% (n=10 347) and hospice facility deaths increased from 0.3% (n=47) in 2003 to 8.6% (n=2739) in 2017. Female sex, being married and college education were associated with increased odds of home deaths while Hispanic ethnicity and non-white race were associated with increased odds of hospital deaths. CONCLUSION Home and hospice facility deaths are gradually increasing in patients with PD. Particular attention should be provided to vulnerable socioeconomic groups that continue to have higher rates of hospital deaths and decreased usage of hospice facilities.
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Affiliation(s)
- Pankaj Kumar
- Department of Internal Medicine, Dow University of Health Sciences, Karachi, Pakistan
| | - Farah Yasmin
- Department of Internal Medicine, Dow University of Health Sciences, Karachi, Pakistan
| | - Muhammad Shahzeb Khan
- Department of Cardiovascular Medicine, Duke University Hospital, Durham, North Carolina, USA
| | - Izza Shahid
- Department of Internal Medicine, Ziauddin Medical University, Karachi, Pakistan
| | | | - Richard E Leiter
- Division of Palliative Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Haider J Warraich
- Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Cardiology Section, VA Boston Healthcare System, Boston, Massachusetts, USA
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
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Hakola OJ. Diversity in Representations and Voices of Terminally Ill People in End-of-Life Documentaries. J Palliat Care 2021; 37:190-196. [PMID: 33940985 PMCID: PMC9109586 DOI: 10.1177/08258597211013961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Background: The 21st century has seen a proliferation of end-of-life
documentary films and television documentaries that contribute to building a
public image of hospice and palliative care. The way in which terminally ill
patients are represented in these documentaries creates impressions of who is
welcomed to receive end-of-life care. These documentary representations have not
been previously mapped. Methods: Using quantitative content
analysis, I analyzed 35 contemporary Western documentaries and studied their
diversity in the representations. I focused on terminally ill patients who are
given time and space in the narration to voice their views about the end-of-life
process. I paid attention to such elements as gender, race and ethnicity, age,
class, religion and sexuality. Results: The documentaries welcomed
the representations and voices of terminally ill people. Class, religion and
sexuality often had a marginal role in narration. The gender diversity of the
representations was quite balanced. Regarding age, the documentaries preferred
stories about working age patients for dramatic purposes, yet all age groups
were represented. However, the documentaries had an identifiable racial and
ethnic bias. With a few exceptions, terminally ill who had a personal voice in
the narrations were white. In comparison, racial and ethnic minorities were
either absent from most of the documentaries, or their role was limited to
illustrations of the general story. Conclusions: End-of-life
documentaries provide identifiable access to the patients’ experiences and as
such they provide emotionally and personally engaging knowledge about hospice
and palliative care. While these representations are people-oriented, they
include racial disparities and they focus mostly on the experiences of white
terminally ill patients. This bias reinforces the misleading image of hospice
and palliative care as a racialized healthcare service.
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Affiliation(s)
- Outi J Hakola
- Area and Cultural Studies, University of Helsinki, Helsinki, Finland
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Osakwe ZT, Arora BK, Peterson ML, Obioha CU, Fleur-Calixte RS. Factors Associated With Home-Hospice Utilization. Home Healthc Now 2021; 39:39-47. [PMID: 33417361 DOI: 10.1097/nhh.0000000000000937] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Utilization of hospice for end-of-life care is known to be lower among racial and ethnic minority groups than among White populations when controlling for other socioeconomic factors. Certain patient, provider, and community characteristics may influence home-hospice use. We sought to identify patient, provider, and community factors associated with home-hospice use. Our final analytic sample included 1,208,700 hospice patients who received home-hospice from 2,148 Medicare-certified hospice providers in 2016. We found that an increase in the proportion of hospice patients with a primary diagnosis of dementia decreased the odds that home-hospice was provided (OR = 1.42, 95% CI = 1.36-1.48). Patients who received hospice care from a provider with a higher proportion of dually enrolled patients were less likely to receive home-hospice (OR = 1.42, 95% CI = 1.36-1.48) and hospices located in ZIP-codes with higher proportion of Hispanic resident were less likely to provide home-hospice (OR = 1.00, 95% CI = 0.99-0.99). Additional research is needed to clarify the mechanisms underlying these associations.
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Hoverman JR, Mann BB, Phu S, Nelson P, Hayes JE, Taniguchi CB, Neubauer MA. Hospice or Hospital: The Costs of Dying of Cancer in the Oncology Care Model. Palliat Med Rep 2020; 1:92-96. [PMID: 34223463 PMCID: PMC8241329 DOI: 10.1089/pmr.2020.0023] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/04/2020] [Indexed: 12/14/2022] Open
Abstract
Background: End-of-life management is a difficult aspect of cancer care. With the oncology care model (OCM), we have data to assess both clinical outcomes and total cost of care (TCOC). Objective: To measure and characterize the TCOC for those who received less than three days of hospice care (HC) at the end of life compared with those who received three days or more. Design: Assess data on costs and site and date of death from Medicare claims on patients identified in the OCM who received chemotherapy in the six months before death. Standard statistical methods were used to characterize both populations. Setting/Subjects: Subjects were Medicare patients with cancer who died while managed by U.S. oncology practices in the OCM. Measurements were TCOC in 30-day intervals for the last months of life, cost by site of care at the end of life, and demographic characteristics of the population and association with HC. Results: There were 7329 deaths. Dying in the hospital was twice the cost of dying at home under HC ($20,113 vs. $10,803). Of demographic groups measured, only black race and a lymphoma diagnosis had <50% hospice enrollment for three days or more before death. Conclusions: This study reinforces previous studies regarding costs in the last 30 days of life. The graphic representation highlights the dollar cost and the costs of lost opportunity. Using these data to improve communication, addressing socioeconomic support, and formal palliative care integration are potential strategies to improve care.
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Affiliation(s)
| | | | - Sara Phu
- McKesson Corp., The Woodlands, Texas, USA
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