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Palliative Care Initiated in the Emergency Department: A Cluster Randomized Clinical Trial
Grudzen, Corita R; Siman, Nina; Cuthel, Allison M; Adeyemi, Oluwaseun; Yamarik, Rebecca Liddicoat; Goldfeld, Keith S; ,; Abella, Benjamin S; Bellolio, Fernanda; Bourenane, Sorayah; Brody, Abraham A; Cameron-Comasco, Lauren; Chodosh, Joshua; Cooper, Julie J; Deutsch, Ashley L; Elie, Marie Carmelle; Elsayem, Ahmed; Fernandez, Rosemarie; Fleischer-Black, Jessica; Gang, Mauren; Genes, Nicholas; Goett, Rebecca; Heaton, Heather; Hill, Jacob; Horwitz, Leora; Isaacs, Eric; Jubanyik, Karen; Lamba, Sangeeta; Lawrence, Katharine; Lin, Michelle; Loprinzi-Brauer, Caitlin; Madsen, Troy; Miller, Joseph; Modrek, Ada; Otero, Ronny; Ouchi, Kei; Richardson, Christopher; Richardson, Lynne D; Ryan, Matthew; Schoenfeld, Elizabeth; Shaw, Matthew; Shreves, Ashley; Southerland, Lauren T; Tan, Audrey; Uspal, Julie; Venkat, Arvind; Walker, Laura; Wittman, Ian; Zimny, Erin
IMPORTANCE/UNASSIGNED:The emergency department (ED) offers an opportunity to initiate palliative care for older adults with serious, life-limiting illness. OBJECTIVE/UNASSIGNED:To assess the effect of a multicomponent intervention to initiate palliative care in the ED on hospital admission, subsequent health care use, and survival in older adults with serious, life-limiting illness. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:Cluster randomized, stepped-wedge, clinical trial including patients aged 66 years or older who visited 1 of 29 EDs across the US between May 1, 2018, and December 31, 2022, had 12 months of prior Medicare enrollment, and a Gagne comorbidity score greater than 6, representing a risk of short-term mortality greater than 30%. Nursing home patients were excluded. INTERVENTION/UNASSIGNED:A multicomponent intervention (the Primary Palliative Care for Emergency Medicine intervention) included (1) evidence-based multidisciplinary education; (2) simulation-based workshops on serious illness communication; (3) clinical decision support; and (4) audit and feedback for ED clinical staff. MAIN OUTCOME AND MEASURES/UNASSIGNED:The primary outcome was hospital admission. The secondary outcomes included subsequent health care use and survival at 6 months. RESULTS/UNASSIGNED:There were 98 922 initial ED visits during the study period (median age, 77 years [IQR, 71-84 years]; 50% were female; 13% were Black and 78% were White; and the median Gagne comorbidity score was 8 [IQR, 7-10]). The rate of hospital admission was 64.4% during the preintervention period vs 61.3% during the postintervention period (absolute difference, -3.1% [95% CI, -3.7% to -2.5%]; adjusted odds ratio [OR], 1.03 [95% CI, 0.93 to 1.14]). There was no difference in the secondary outcomes before vs after the intervention. The rate of admission to an intensive care unit was 7.8% during the preintervention period vs 6.7% during the postintervention period (adjusted OR, 0.98 [95% CI, 0.83 to 1.15]). The rate of at least 1 revisit to the ED was 34.2% during the preintervention period vs 32.2% during the postintervention period (adjusted OR, 1.00 [95% CI, 0.91 to 1.09]). The rate of hospice use was 17.7% during the preintervention period vs 17.2% during the postintervention period (adjusted OR, 1.04 [95% CI, 0.93 to 1.16]). The rate of home health use was 42.0% during the preintervention period vs 38.1% during the postintervention period (adjusted OR, 1.01 [95% CI, 0.92 to 1.10]). The rate of at least 1 hospital readmission was 41.0% during the preintervention period vs 36.6% during the postintervention period (adjusted OR, 1.01 [95% CI, 0.92 to 1.10]). The rate of death was 28.1% during the preintervention period vs 28.7% during the postintervention period (adjusted OR, 1.07 [95% CI, 0.98 to 1.18]). CONCLUSIONS AND RELEVANCE/UNASSIGNED:This multicomponent intervention to initiate palliative care in the ED did not have an effect on hospital admission, subsequent health care use, or short-term mortality in older adults with serious, life-limiting illness. TRIAL REGISTRATION/UNASSIGNED:ClinicalTrials.gov Identifier: NCT03424109.
PMID: 39813042
ISSN: 1538-3598
CID: 5776882
Experiences of inner strength in persons newly diagnosed with mild cognitive impairment: A qualitative study
Morgan, Brianna; Massimo, Lauren; Ravitch, Sharon; Brody, Abraham A; Chodosh, Joshua; Karlawish, Jason; Hodgson, Nancy
Inner strength, one's internal process of moving through challenging circumstances, has not been described in persons living with mild cognitive impairment (MCI). This qualitative study used the Listening Guide methodology to explore experiences of inner strength in persons newly diagnosed with MCI. We analyzed 36 joint and individual semi-structured interviews with nine participants with MCI and nine care partners. Analytic poems represented three themes explaining inner strength experiences. In the foundational theme, Me with MCI, participants reconfigured their sense of self. The theme Vacillating between Seeking Relief and Dwelling in Challenge illustrated adjusting to life with MCI. The theme You Get through It characterized inner strengths including perseverance, optimism, accepting MCI, and seeking help. Each participant's inner strength profile was unique and impacted by cognitive impairment, and therefore benefitted from support. Though limited by homogeneity, this study highlights Listening Guide utility and has implications for strengths-based interventions and nursing practice.
PMID: 39914227
ISSN: 1528-3984
CID: 5784262
Race and Ethnicity, Neighborhood Social Deprivation and Medicare Home Health Agency Quality for Persons Living With Serious Illness
Jones, Tessa; Luth, Elizabeth A; Cleland, Charles M; Brody, Abraham A
OBJECTIVE:Examine the relationship between race and ethnicity and area-level social deprivation and Medicare home health care (HHC) agency quality for seriously ill older adults receiving HHC. METHODS:A linear probability fixed effects model analyzed the association between patient-level predictors and HHC agency quality (star-rating), controlling for neighborhood level fixed effects. Linear mixed regression modeled the relationship between area-level social deprivation and receiving care from a high-quality HHC agency. An interaction term between race and social deprivation index quartiles examined whether racial disparities in accessing high-quality HHC agencies depended on the level of neighborhood social deprivation. RESULTS:< .001). The effect of race on access to high-quality HHC persisted regardless of the level of neighborhood social deprivation. CONCLUSIONS:For people living with serious illness, living in areas with higher social deprivation is associated with lower-quality HHC. Patient race and ethnicity has a consistent effect reducing access to high-quality HHC agencies, regardless of neighborhood. Future research must investigate ways to improve access to high-quality HHC for racial and ethnic historically marginalized populations who are seriously ill, especially in areas of high social deprivation. This includes understanding what policies, organizational structures, or care processes impede or improve access to high-quality care.
PMID: 39871597
ISSN: 1938-2715
CID: 5780672
Defining and Validating Criteria to Identify Populations Who May Benefit From Home-Based Primary Care
Salinger, Maggie R; Ornstein, Katherine A; Kleijwegt, Hannah; Brody, Abraham A; Leff, Bruce; Mather, Harriet; Reckrey, Jennifer; Ritchie, Christine S
BACKGROUND:Home-based primary care (HBPC) is an important care delivery model for high-need older adults. Currently, target patient populations vary across HBPC programs, hindering expansion and large-scale evaluation. OBJECTIVES/OBJECTIVE:Develop and validate criteria that identify appropriate HBPC target populations. RESEARCH DESIGN/METHODS:A modified Delphi process was used to achieve expert consensus on criteria for identifying HBPC target populations. All criteria were defined and validated using linked data from Medicare claims and the National Health and Aging Trends Study (NHATS) (cohort n=21,727). Construct validation involved assessing demographics and health outcomes/expenditures for selected criteria. SUBJECTS/METHODS:Delphi panelists (n=29) represented diverse professional perspectives. Criteria were validated on community-dwelling Medicare beneficiaries (age above 70) enrolled in NHATS. MEASURES/METHODS:Criteria were selected via Delphi questionnaires. For construct validation, sociodemographic characteristics of Medicare beneficiaries were self-reported in NHATS, and annual health care expenditures and mortality were obtained via linked Medicare claims. RESULTS:Panelists proposed an algorithm of criteria for HBPC target populations that included indicators for serious illness, functional impairment, and social isolation. The algorithm's Delphi-selected criteria applied to 16.8% of Medicare beneficiaries. These HBPC target populations had higher annual health care costs [Med (IQR): $10,851 (3316, 31,556) vs. $2830 (913, 9574)] and higher 12-month mortality [15% (95% CI: 14, 17) vs. 5% (95% CI: 4, 5)] compared with the total validation cohort. CONCLUSIONS:We developed and validated an algorithm to define target populations for HBPC, which suggests a need for increased HBPC availability. By enabling objective identification of unmet demands for HBPC access or resources, this algorithm can foster robust evaluation and equitable expansion of HBPC.
PMID: 39404637
ISSN: 1537-1948
CID: 5718462
"Who You Are and Where You Live Matters": Hospice Care in New York City During COVID-19 Perspectives on Hospice and Social Determinants: A Rapid Qualitative Analysis
David, Daniel; Moreines, Laura T; Boafo, Jonelle; Kim, Patricia; Franzosa, Emily; Schulman-Green, Dena; Brody, Abraham A; Aldridge, Melissa D
PMID: 39451053
ISSN: 1557-7740
CID: 5740222
JOURNAL OF HOSPICE & PALLIATIVE NURSING
David, Daniel; Jimenez, Vanessa; Brody, Abraham A.
ISI:001525445700007
ISSN: 1522-2179
CID: 5900992
Evaluating Large Language Models in extracting cognitive exam dates and scores
Zhang, Hao; Jethani, Neil; Jones, Simon; Genes, Nicholas; Major, Vincent J; Jaffe, Ian S; Cardillo, Anthony B; Heilenbach, Noah; Ali, Nadia Fazal; Bonanni, Luke J; Clayburn, Andrew J; Khera, Zain; Sadler, Erica C; Prasad, Jaideep; Schlacter, Jamie; Liu, Kevin; Silva, Benjamin; Montgomery, Sophie; Kim, Eric J; Lester, Jacob; Hill, Theodore M; Avoricani, Alba; Chervonski, Ethan; Davydov, James; Small, William; Chakravartty, Eesha; Grover, Himanshu; Dodson, John A; Brody, Abraham A; Aphinyanaphongs, Yindalon; Masurkar, Arjun; Razavian, Narges
Ensuring reliability of Large Language Models (LLMs) in clinical tasks is crucial. Our study assesses two state-of-the-art LLMs (ChatGPT and LlaMA-2) for extracting clinical information, focusing on cognitive tests like MMSE and CDR. Our data consisted of 135,307 clinical notes (Jan 12th, 2010 to May 24th, 2023) mentioning MMSE, CDR, or MoCA. After applying inclusion criteria 34,465 notes remained, of which 765 underwent ChatGPT (GPT-4) and LlaMA-2, and 22 experts reviewed the responses. ChatGPT successfully extracted MMSE and CDR instances with dates from 742 notes. We used 20 notes for fine-tuning and training the reviewers. The remaining 722 were assigned to reviewers, with 309 each assigned to two reviewers simultaneously. Inter-rater-agreement (Fleiss' Kappa), precision, recall, true/false negative rates, and accuracy were calculated. Our study follows TRIPOD reporting guidelines for model validation. For MMSE information extraction, ChatGPT (vs. LlaMA-2) achieved accuracy of 83% (vs. 66.4%), sensitivity of 89.7% (vs. 69.9%), true-negative rates of 96% (vs 60.0%), and precision of 82.7% (vs 62.2%). For CDR the results were lower overall, with accuracy of 87.1% (vs. 74.5%), sensitivity of 84.3% (vs. 39.7%), true-negative rates of 99.8% (98.4%), and precision of 48.3% (vs. 16.1%). We qualitatively evaluated the MMSE errors of ChatGPT and LlaMA-2 on double-reviewed notes. LlaMA-2 errors included 27 cases of total hallucination, 19 cases of reporting other scores instead of MMSE, 25 missed scores, and 23 cases of reporting only the wrong date. In comparison, ChatGPT's errors included only 3 cases of total hallucination, 17 cases of wrong test reported instead of MMSE, and 19 cases of reporting a wrong date. In this diagnostic/prognostic study of ChatGPT and LlaMA-2 for extracting cognitive exam dates and scores from clinical notes, ChatGPT exhibited high accuracy, with better performance compared to LlaMA-2. The use of LLMs could benefit dementia research and clinical care, by identifying eligible patients for treatments initialization or clinical trial enrollments. Rigorous evaluation of LLMs is crucial to understanding their capabilities and limitations.
PMCID:11634005
PMID: 39661652
ISSN: 2767-3170
CID: 5762692
Towards a Crisis Management Playbook: Hospice and Palliative Team Members' Views Amid COVID-19
Schulman-Green, Dena; David, Daniel; Moreines, Laura T; Boafo, Jonelle; Franzosa, Emily; Kim, Patricia; McDonald, Margaret V; Brody, Abraham A; Aldridge, Melissa D
CONTEXT/BACKGROUND:The critical role of hospice and palliative care in response to the COVID-19 pandemic is well recognized, but there is limited evidence to guide healthcare leadership through future crises. OBJECTIVES/OBJECTIVE:Our goal was to support future organizational resilience by exploring hospice and palliative team members' perspectives on crisis leadership during the COVID-19 pandemic in New York City (NYC). METHODS:This qualitative descriptive study used individual, semi-structured interviews of purposively sampled interdisciplinary team members. Enrollment sites were two large NYC metro hospice care organizations and one outpatient palliative care practice. We asked participants to complete a demographic form and a 45-60 minute interview. We used descriptive statistics and thematic analysis, respectively, for data analysis. We triangulated the data by presenting preliminary study findings to a group of clinicians (n=21) from one of the referring organizations. RESULTS:Participants (n=30) were professionally diverse (e.g., nurses, physicians, social workers, chaplains, administrators), experienced (mean=17 years; 10 years in hospice), and highly educated (83% ≥ master's degree). About half (n=15) self-identified as white, non-Hispanic, and nearly half (n=13) self-identified as being from a racial/ethnic minoritized group. Two (n=2) did not wish to self-identify. We identified four themes that reflected challenges and adaptive responses to providing care during a crisis: Stay Open and Stay Safe; Act Flexibly; Lead Adaptively; and Create a Culture of Solidarity. CONCLUSION/CONCLUSIONS:While additional work is indicated, findings offer direction for a crisis management playbook to guide leadership in hospice, palliative care, and other healthcare settings in future crises.
PMID: 39299657
ISSN: 1873-6513
CID: 5721892
Emergency Department Visits Among Patients With Dementia Before and After Diagnosis
Gettel, Cameron J; Song, Yuxiao; Rothenberg, Craig; Kitchen, Courtney; Gilmore-Bykovskyi, Andrea; Fried, Terri R; Brody, Abraham A; Nothelle, Stephanie; Wolff, Jennifer L; Venkatesh, Arjun K
PMID: 39401040
ISSN: 2574-3805
CID: 5711232
Navigating a "Good Death" During COVID-19: Understanding Real-Time End-of-Life Care Structures, Processes, and Outcomes Through Clinical Notes
Franzosa, Emily; Kim, Patricia S; Moreines, Laura T; McDonald, Margaret V; David, Daniel; Boafo, Jonelle; Schulman-Green, Dena; Brody, Abraham A; Aldridge, Melissa D
BACKGROUND AND OBJECTIVES/OBJECTIVE:The coronavirus disease 2019 (COVID-19) pandemic severely disrupted hospice care, yet there is little research regarding how widespread disruptions affected clinician and family decision-making. We aimed to understand how the pandemic affected structures, processes, and outcomes of end-of-life care. RESEARCH DESIGN AND METHODS/METHODS:Retrospective narrative chart review of electronic health records of 61 patients referred and admitted to hospice from 3 New York City geriatrics practices who died between March 1, 2020, and March 31, 2021. We linked longitudinal, unstructured medical, and hospice electronic health record notes to create a real-time, multiperspective trajectory of patients' interactions with providers using directed content analysis. RESULTS:Most patients had dementia and were enrolled in hospice for 11 days. Care processes were shaped by structural factors (staffing, supplies, and governmental/institutional policies), and outcomes were prioritized by care teams and families (protecting safety, maintaining high-touch care, honoring patient values, and supporting patients emotionally and spiritually). Processes used to achieve these outcomes were decision-making, care delivery, supporting a "good death," and emotional and spiritual support. DISCUSSION AND IMPLICATIONS/CONCLUSIONS:Care processes were negotiated throughout the end of life, with clinicians and families making in-the-moment decisions. Some adaptations were effective but also placed extraordinary pressure on paid and family caregivers. Healthcare teams' and families' goals to meet patients' end-of-life priorities can be supported by ongoing assessment of patient goals and process changes needed to support them, stronger structural supports for paid and family caregivers, incentivizing relationships across primary care and hospice teams, and extending social work and spiritual care.
PMCID:11405124
PMID: 39187989
ISSN: 1758-5341
CID: 5719292