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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

Nurse led telephonic palliative care versus specialty outpatient palliative care: pragmatic, randomised clinical trial

Grudzen, Corita R; Flannery, Mara; Van Allen, Kaitlyn; Cuthel, Allison; Liddicoat Yamarik, Rebecca; Tan, Audrey; Cohen, Susan E; Comstock Barker, Paige; Brody, Abraham A; Herchek, Cheryl; Siman, Nina; Goldfeld, Keith S; ,
OBJECTIVE/UNASSIGNED:To compare the effectiveness of nurse led telephonic palliative care versus specialty outpatient palliative care on quality of life, symptom burden, loneliness, and healthcare use, after attending the emergency department. DESIGN/UNASSIGNED:Pragmatic, randomised clinical trial. SETTING/UNASSIGNED:Emergency Medicine Palliative Care Access (EMPallA) randomised controlled trial enrolling participants from 18 emergency departments in 15 geographically diverse healthcare systems in nine US states, from 1 April 2018 to 30 June 2022. PARTICIPANTS/UNASSIGNED:Of 39 254 eligible patients, 1283 adults who visited the emergency department, were aged ≥50 years, who spoke English or Spanish, and had advanced cancer or end stage organ failure, were randomised to receive nurse led telephonic palliative care (n=639) or specialty outpatient palliative care (n=644). INTERVENTIONS/UNASSIGNED:The nurse led telephonic palliative care arm consisted of weekly or biweekly calls over six months made by registered nurses certified in hospice and palliative care. For the specialty outpatient palliative care arm, patients had one visit each month for six months with a specialty trained hospice and palliative medicine provider. MAIN OUTCOME MEASURES/UNASSIGNED:The primary outcome was change in patient reported quality of life at six months, measured by the Functional Assessment of Cancer Therapy-General (FACT-G) questionnaire. Secondary outcomes were change in symptom burden and patient reported loneliness after six months, and healthcare use, measured as the number of emergency department revisits, inpatient days, and hospice use, from enrolment to 12 months. RESULTS/UNASSIGNED:639 patients were assigned to nurse telephonic services and 434 (68%) engaged in care until death, or until they required hospice services or graduated from the programme. For specialty outpatient palliative care, 644 patients were assigned and 344 (53%) attended one or more visits, with an average of 2.7 visits. The mean change in FACT-G scores over six months for the nurse telephonic arm (n=418) was 3.7 (95% confidence interval (CI) 2.3 to 5.1) points compared with 3.1 (1.6 to 4.6) for those in the specialty outpatient care arm (n=409). In the model including all patients who survived to six months (n=1090), the estimated difference in average change in quality of life was 0.71 (95% CI -1.19 to 2.61) points higher in the nurse led telephonic palliative care arm. The analysis did not show any clinically meaningful differences in the change in quality of life between the treatment arms. Also, no important differences between groups were found for secondary outcomes or in subgroup analyses. CONCLUSIONS/UNASSIGNED:The results of the study provided no clear evidence that nurse led telephonic palliative care improved quality of life, or any secondary outcomes, relative to specialty outpatient palliative care. TRIAL REGISTRATION/UNASSIGNED:ClinicalTrials.gov NCT03325985.
PMCID:12612767
PMID: 41245582
ISSN: 2754-0413
CID: 5975592

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

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

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

The perspectives of older adults related to transcatheter aortic valve replacement: An integrative review

Moreines, Laura Tycon; David, Daniel; Murali, Komal Patel; Dickson, Victoria Vaughn; Brody, Abraham
BACKGROUND:the perspectives of older adults undergoing the TAVR process have never been synthesized. OBJECTIVES/OBJECTIVE:To contextualize the perspectives and experiences of older adults undergoing TAVR. METHODS:Four electronic databases were searched in April 2023. Articles were included if a qualitative methodology was used to assess the perceptions of older adults (>65 years old) undergoing or recovering from TAVR. RESULTS:Out of 4619 articles screened, 12 articles met the criteria, representing 353 individuals from 10 countries. Relevant themes included the need for an individualized care plan, caregiver and family support, communication and education, persistent psychosocial and physical symptoms, and the unique recovery journey. CONCLUSION/CONCLUSIONS:Older adults with AS undergoing TAVR generally perceive their procedure positively. Improved interdisciplinary and holistic management, open communication, symptom assessment, support, and education is needed.
PMID: 38901178
ISSN: 1527-3288
CID: 5672302

An Evolutionary Concept Analysis of the "Fighter" in the Intensive Care Unit

Moreines, Laura Tycon; Brody, Abraham A; Murali, Komal Patel
The purpose of this article was to analyze the concept of "the fighter in the intensive care unit (ICU)" per the scientific literature and the impact this mentality has on care administered in the ICU. A literature review and a concept analysis based on Rodger's evolutionary method were performed to identify surrogate terms, antecedents, attributes, and consequences pertaining to the "fighter" in the ICU. Thirteen articles with a focus on "the fighter" were included in this analysis. There is a strong desire to remain optimistic and maintain high spirits as a coping mechanism in the face of extreme prognostic uncertainty. Themes that emerged from the literature were the need to find inner strength and persist in the face of adversity. The concept of "the fighter in the ICU" can serve as either adaptive or maladaptive coping, depending on the larger clinical picture. Patient experiences in the ICU are fraught with physical and psychological distress. How the patient and family unit cope during this anxiety-provoking time is based on the individual. Maintaining optimism and identifying as a fighter can be healthy ways to adapt to the circumstances. This concept analysis highlights the importance of holistic care and instilling hope particularly as patients may be nearing the end of life.
PMID: 38345365
ISSN: 1539-0705
CID: 5657062