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1.
Am J Manag Care ; 30(6 Spec No.): SP478-SP482, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38820191

RESUMEN

OBJECTIVE: To assess differences in longitudinal profiles for 30-day risk-adjusted readmission rates in skilled nursing facilities (SNFs) associated with Penn Medicine's Lancaster General Hospital (LGH) that implemented an interventional analytics (IA) platform vs other LGH facilities lacking IA vs other SNFs in Pennsylvania vs facilities in all other states. STUDY DESIGN: Retrospective longitudinal analysis of CMS readmissions data from 2017 through 2022, and cross-sectional analysis using CMS quality metrics data. METHODS: CMS SNF quality performance data were aggregated and compared with risk-adjusted readmissions by facility and time period. Each SNF was assigned to a cohort based on location, referral relationship with LGH, and whether it had implemented IA. Multivariable mixed effects modeling was used to compare readmissions by cohort, whereas quality measures from the fourth quarter of 2022 were compared descriptively. RESULTS: LGH profiles differed significantly from both state and national profiles, with LGH facilities leveraging IA demonstrating an even greater divergence. In the most recent 12 months ending in the fourth quarter of 2022, LGH SNFs with IA had estimated readmission rates that were 15.24, 12.30, and 13.06 percentage points lower than the LGH SNFs without IA, Pennsylvania, and national cohorts, respectively (all pairwise P < .0001). SNFs with IA also demonstrated superior CMS claims-based quality metric outcomes for the 12 months ending in the fourth quarter of 2022. CONCLUSIONS: SNFs implementing the studied IA platform demonstrated statistically and clinically significant superior risk-adjusted readmission rate profiles compared with peers nationally, statewide, and within the same SNF referral network (P < .0001). A more detailed study on the use of IA in this setting is warranted.


Asunto(s)
Readmisión del Paciente , Instituciones de Cuidados Especializados de Enfermería , Readmisión del Paciente/estadística & datos numéricos , Humanos , Instituciones de Cuidados Especializados de Enfermería/estadística & datos numéricos , Estudios Retrospectivos , Estados Unidos , Estudios Transversales , Pennsylvania , Estudios Longitudinales , Indicadores de Calidad de la Atención de Salud , Masculino , Femenino , Anciano
2.
JNCI Cancer Spectr ; 8(1)2024 Jan 04.
Artículo en Inglés | MEDLINE | ID: mdl-38268502

RESUMEN

BACKGROUND: Pain flares have a substantive impact on the quality of life and well-being of patients with cancer. We identified longitudinal trajectories (clusters) of cancer pain flares in ambulatory patients and sociodemographic and clinical predictors of these trajectories. METHODS: In a prospective cohort study using ecological momentary assessment (mEMA), we collected patient-reported daily pain flare ratings data over 5 months and identified predictors and correlates using validated measures. RESULTS: The mean age of the sample (N = 270) was 60.9 years (SD = 11.2), 64.8% were female, and 32.6% self-identified as African American. Four pain flare clusters were identified. The "high-occurrence" cluster (23% of patients) experienced 5.5 (SD = 5.47) daily flares, whereas low-moderate clusters (77%) reported 2.4 (SD = 2.74) daily flares (P < .000). Those in the high-occurrence cluster reported higher pain scores (P = .000), increased pain-related interference (P = .000), depressive symptoms (P = .023), lower quality of life (P = .001), and reduced pain self-efficacy (P = .006). Notably, 67.2% of those prescribed opioids as needed (PRN only) were in the high-occurrence pain flare cluster, compared with 27.9% with PRN and around-the-clock opioid prescriptions (P = .024). Individual predictors of high-occurrence pain flares were income below $30 000, unemployment, being African American, lower education level, Medicaid insurance, current opioid misuse (COMM), baseline inpatient hospital stay duration, and PRN-only opioid regimen. In the multiple predictor model, lower education level, unemployment, COMM score, extended inpatient duration, and PRN-only opioid regimen remained significant. CONCLUSION: In ambulatory patients with cancer, high occurrence of pain flares may be mitigated by attention to opioid prescription factors and addressing social determinants of health needs of underserved patients.


Asunto(s)
Analgésicos Opioides , Neoplasias , Estados Unidos , Humanos , Femenino , Persona de Mediana Edad , Masculino , Analgésicos Opioides/uso terapéutico , Estudios Prospectivos , Calidad de Vida , Brote de los Síntomas , Dolor/tratamiento farmacológico , Neoplasias/complicaciones , Neoplasias/epidemiología
3.
J Aging Health ; 36(1-2): 133-142, 2024 01.
Artículo en Inglés | MEDLINE | ID: mdl-37207352

RESUMEN

Objectives: This study examines healthcare resource use (hospitalizations, emergency department [ED] visits, and home health episodes) among adults 65 and older diagnosed with hearing, vision, or dual sensory loss (SL) seen in the primary care setting of an academic health system. Methods: Multivariable logistic regression models were used to examine the relationship between SL (identified using ICD-10 codes) and healthcare resource use for 45,000 primary care patients. Results: The sample included 5.5% (N = 2479) with hearing loss, 10.4% (N = 4697) with vision loss, and 1.0% with dual SL (N = 469). Hearing loss increased the likelihood of having an ED visit (OR = 1.22, CI: 1.07-1.39), and home health services (OR = 1.27, CI: 1.07-1.51) compared to older adults without any SL. Vision loss reduced the likelihood of having a hospitalization (OR = .81, CI: .73-.91). Discussion: Findings support research into the drivers of healthcare use among older adults with sensory loss.


Asunto(s)
Pérdida Auditiva , Hospitalización , Humanos , Anciano , Servicio de Urgencia en Hospital , Pérdida Auditiva/terapia , Trastornos de la Visión , Audición
4.
AJOB Empir Bioeth ; : 1-13, 2023 Nov 03.
Artículo en Inglés | MEDLINE | ID: mdl-37921867

RESUMEN

IMPORTANCE: Informed consent is essential to ethical, rigorous research and is important to recruitment and retention in cancer trials. OBJECTIVE: To examine cancer clinical trial (CCT) participants' perceptions of informed consent processes and variations in perceptions by cancer type. DESIGN AND SETTING AND PARTICIPANTS: Cross-sectional survey from mixed-methods study at National Cancer Institute-designated Northeast comprehensive cancer center. Open-ended and forced-choice items addressed: (1) enrollment and informed consent experiences and (2) decision-making processes, including risk-benefit assessment. Eligibility: CCT participant with gastro-intestinal or genitourinary, hematologic-lymphatic malignancies, lung cancer, and breast or gynecological cancer (N = 334). MAIN OUTCOME MEASURES: Percentages satisfied with consent process and information provided; and assessing participation's perceptions of risks/benefits. Multivariable logistic or ordinal regression examined differences by cancer type. RESULTS: Most patient-participants felt well informed by the consent process (more than 90% overall and by cancer type) and. most (87.4%) reported that the consent form provided all the information they wanted, although nearly half (44.8%) reported that they read the form somewhat carefully or less. More than half (57.9%) said that talking to research staff (i.e., the consent process) had a greater impact on participation decisions than reading the consent form (2.1%). A third (31.1%) were very sure of joining in research studies before the informed consent process (almost half of lung cancer patients did-47.1%). Most patients personally assessed the risks and benefits before consenting. However, trust in physicians played an important role in the decision to enroll in CCT. CONCLUSIONS AND RELEVANCE: Cancer patients rely less on written features of the informed consent process than on information obtained from the research staff and their own physicians. Research should focus on information and communication strategies that support informed consent from referring physicians, researchers, and others to improve patient risk-benefit assessment and decision-making.

6.
Arch Gerontol Geriatr ; 108: 104944, 2023 05.
Artículo en Inglés | MEDLINE | ID: mdl-36709563

RESUMEN

This study protocol describes the conceptual framework, design, and methods being employed to evaluate the implementation of the Transitional Care Model (TCM) as part of a randomized controlled trial. The trial, designed to examine the health and cost outcomes of at-risk hospitalized older adults, is being conducted in the context of the COVID-19 pandemic. This parallel study is guided by the Practical, Robust, Implementation and Sustainability Model (PRISM) and uses a fixed, mixed methods convergent parallel design to identify challenges encountered by participating hospitals and post-acute and community-based providers that impact the implementation of the TCM with fidelity, strategies implemented to address those challenges and the relationships between challenges, strategies, and rates of fidelity to TCM's core components over time. Prior to the study's launch and throughout its implementation, qualitative and quantitative data related to COVID and non-COVID challenges are being collected via surveys and meetings with healthcare system staff. Strategies implemented to address challenges and fidelity to TCM's core components are also being assessed. Analyses of quantitative (established metrics to evaluate TCM's core components) and qualitative data (barriers and facilitators to implementation) are being conducted independently. These datasets are then merged and interpreted together. General linear and mixed effects modeling using all merged data and patients' socio-demographic and social determinants of health characteristics, will be used to examine relationships between key variables and fidelity rates. Implications of study findings in the context of COVID-19 and future research opportunities are suggested. Trial registration: ClinicalTrials.gov Identifier: NCT04212962.


Asunto(s)
COVID-19 , Cuidado de Transición , Humanos , Anciano , Pandemias , Atención a la Salud , Ensayos Clínicos Controlados Aleatorios como Asunto
7.
J Am Geriatr Soc ; 71(4): 1068-1080, 2023 04.
Artículo en Inglés | MEDLINE | ID: mdl-36625769

RESUMEN

BACKGROUND: Skilled nursing facility (SNF) patients and their caregivers who transition to home experience complications and frequently return to acute care. We tested the efficacy of the Connect-Home transitional care intervention on patient and caregiver preparedness for care at home, and other patient and caregiver-reported outcomes. METHODS: We used a stepped wedge, cluster-randomized trial design to test the intervention against standard discharge planning (control). The setting was six SNFs and six home health offices in one agency. Participants were 327 dyads of patients discharged from SNF to home and their caregivers; 11.1% of dyads in the control condition and 81.2% in the intervention condition were enrolled after onset of COVID-19. Patients were 63.9% female and mean age was 76.5 years. Caregivers were 73.7% female and mean age was 59.5 years. The Connect-Home intervention includes tools, training, and technical assistance to deliver transitional care in SNFs and patients' homes. Primary outcomes measured at 7 days included patient and caregiver measures of preparedness for care at home, the Care Transitions Measure-15 (patient) and the Preparedness for Caregiving Scale (caregiver). Secondary outcomes measured at 30 and 60 days included the McGill Quality of Life Questionnaire, Life Space Assessment, Zarit Caregiver Burden Scale, Distress Thermometer, and self-reported number of patient days in the ED or hospital in 30 and 60 days following SNF discharge. RESULTS: The intervention was not associated with improvement in patient or caregiver outcomes in the planned analyses. Post-hoc analyses that distinguished between pre- and post-pandemic effects suggest the intervention may be associated with increased patient preparedness for discharge and decreased number of acute care days. CONCLUSIONS: Connect-Home transitional care did not improve outcomes in the planned statistical analysis. Post-hoc findings accounting for COVID-19 impact suggest SNF transitional care has potential to increase patient preparedness and decrease return to acute care.


Asunto(s)
COVID-19 , Servicios de Atención de Salud a Domicilio , Cuidado de Transición , Humanos , Femenino , Anciano , Masculino , Instituciones de Cuidados Especializados de Enfermería , Calidad de Vida
8.
J Appl Gerontol ; 42(5): 981-991, 2023 05.
Artículo en Inglés | MEDLINE | ID: mdl-36650926

RESUMEN

The purpose of this study was to examine changes in and predictors of perceived tangible social support over a 2-year period among older adults new to LTSS. Linear mixed effects models were used to model repeated measures of tangible social support as a function of LTSS type [NH, AL, HCBS], personal, clinical, and health-related quality of life variables. AL residents reported greater initial tangible social support, but NH and HCBS residents improved more over time. Predictors of increased tangible social support over time included greater positive affect, sense of aesthetics, education, satisfaction with family relationships, and total number of close friends and family. Decreased tangible support over time was associated with greater depressive symptoms. Findings indicate the positive influence of NH and HCBS services on perception of tangible social support, and the importance of addressing depressive symptoms and assisting with the maintenance of important relationships.


Asunto(s)
Cuidados a Largo Plazo , Calidad de Vida , Humanos , Anciano , Apoyo Social , Satisfacción Personal
9.
JAMA Netw Open ; 5(11): e2244412, 2022 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-36449287

RESUMEN

Importance: Attrition in cancer clinical trials (CCTs) can lead to systematic bias, underpowered analyses, and a loss of scientific knowledge to improve treatments. Little attention has focused on retention, especially the role of perceived benefits and burdens, after participants have experienced the trial. Objectives: To examine the association between patients' perceived benefits and burdens of research participation and CCT retention. Design, Setting, and Participants: This survey study was conducted at a National Cancer Institute-designated comprehensive cancer center in the Northeast region of the US. The sample included adult patients with a cancer diagnosis participating in cancer therapeutic trials. Data were collected from September 2015 to June 2019. Analysis of study data was ongoing since November 2019 through October 2022. Exposures: Self-reported validated survey instrument with a list of 22 benefits and 23 burdens of research participation that can be rated by patients with a 5-point Likert scale ranging from 1 (strongly disagree) to 5 (strongly agree). Main Outcomes and Measures: A primary outcome was actual withdrawal from the CCT, and a composite outcome was composite withdrawal that included both actual withdrawal and thoughts of withdrawing. Bivariate and multivariable logistic regressions were used. Results: Among the 334 participants in the sample, the mean (SD) age was 61.9 (11.5) years and 174 women (52.1%) were included. Top-cited benefits included both aspirational and action-oriented goals, including helping others (94.2%), contributing to society (90.3%), being treated respectfully (86.2%), and hoping for a cure (86.0%). Worry over receiving a placebo (61.3%), rearranging one's life (41.9%), and experiencing bothersome adverse effects (41.6%) were notable burdens. An increased burden score was associated with a higher probability of actual withdrawal (adjusted odds ratio [OR], 1.86; 95% CI, 1.1-3.17; P = .02) or composite withdrawal (adjusted OR, 3.44; 95% CI, 2.09-5.67; P < .001). An increased benefit score was associated with lower composite withdrawal (adjusted OR, 0.40; 95% CI, 0.24-0.66; P < .001). For participants who reported the benefits as being equal to or greater than the burdens, 13.4% withdrew. For those who perceived the benefits as being less than the burdens, 33.3% withdrew (adjusted OR, 3.38; 95% CI, 1.13-10.14; P = .03). The risk of withdrawal was even higher for the composite outcome (adjusted OR, 7.70; 95% CI, 2.76-21.48; P < .001). Conclusions and Relevance: This survey study found that patients perceived important benefits from CCT participation, and this perception was associated with trial retention, even among those who also perceived substantial burdens. A broader dialogue among stakeholders can inform an ethical and patient-centric focus on benefits throughout the course of a CCT to increase retention.


Asunto(s)
Efectos Colaterales y Reacciones Adversas Relacionados con Medicamentos , Neoplasias , Estados Unidos , Adulto , Humanos , Femenino , Persona de Mediana Edad , National Cancer Institute (U.S.) , Neoplasias/terapia , Trastorno de Personalidad Antisocial , Esperanza
11.
J Gerontol Nurs ; 48(11): 7-13, 2022 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-36286501

RESUMEN

The purpose of the current in-depth qualitative study was to explore the experiences of older adults and family caregivers in primary care. Twenty patients and caregivers from six Comprehensive Primary Care Plus (CPC+) practices' Patient and Family Advisory Councils within a large academic health system participated in telephone interviews from December 2018 to May 2019. Participants were mostly women (60%), with an average age of 71 years and nine chronic conditions. Transcripts were coded using conventional content analysis. Two key themes emerged related to person-centered care (PCC): Engagement in Health Care and Patient-Provider Relationship. Engagement in health care was defined by participants as: being proactive, centering on patient goals in treatment discussions, adherence, and self-triaging. Approximately all participants discussed the importance of the relationship and interactions with their provider as influencing their engagement. The identified themes offer recommendations for further improvement of primary PCC. [Journal of Gerontological Nursing, 48(11), 7-13.].


Asunto(s)
Cuidadores , Autocuidado , Humanos , Femenino , Anciano , Masculino , Investigación Cualitativa , Enfermedad Crónica , Atención Primaria de Salud
12.
Med Care ; 60(7): 519-529, 2022 07 01.
Artículo en Inglés | MEDLINE | ID: mdl-35679175

RESUMEN

BACKGROUND: Fluctuations in health among chronically ill adults result in frequent health care transitions. Some interventions to improve patient outcomes after hospitalization include caregiver engagement as a core component, yet there is unclear evidence of the effects of this component on outcomes. OBJECTIVE: The objective of this study was to synthesize evidence regarding the attention given to caregiver engagement in randomized control trials of transitional care interventions (TCIs), estimate the overall intervention effects, and assess caregiver engagement as a moderator of intervention effects. METHODS: Three databases were systematically searched for randomized control trials of TCIs targeting adults living with physical or emotional chronic diseases. For the meta-analysis, overall effects were computed using the relative risk (RR) effect size and inverse variance weighting. RESULTS: Fifty-four studies met criteria, representing 31,291 participants and 66 rehospitalizations effect sizes. Half (51%) the interventions lacked focus on caregiver engagement. The overall effect of TCIs on all-cause rehospitalizations was nonsignificant at 1 month (P=0.107, k=29), but significant at ≥2 months [RR=0.89; 95% confidence interval (CI): 0.82, 0.97; P=0.007, k=27]. Caregiver engagement moderated intervention effects (P=0.05), where interventions with caregiver engagement reduced rehospitalizations (RR=0.83; 95% CI: 0.75, 0.92; P=0.001), and those without, did not (RR=0.97; 95% CI: 0.87, 1.08; P=0.550). Interventions with and without caregiver engagement did not differ in the average number of components utilized, however, interventions with caregiver engagement more commonly employed baseline needs assessments (P=0.032), discharge planning (P=0.006), and service coordination (P=0.035). DISCUSSION: Future TCIs must consistently incorporate the active participation of caregivers in design, delivery, and evaluation.


Asunto(s)
Transición a la Atención de Adultos , Cuidado de Transición , Adulto , Cuidadores/psicología , Enfermedad Crónica , Hospitalización , Humanos , Ensayos Clínicos Controlados Aleatorios como Asunto
13.
J Healthc Manag ; 67(3): 173-191, 2022 05 01.
Artículo en Inglés | MEDLINE | ID: mdl-35576444

RESUMEN

GOAL: The objective of this retrospective, observational study was to assess the mediating effect of medical complexity on the relationship between social vulnerability and four acute care resource use outcomes-number of hospitalizations, emergency department (ED) visits, observation stays, and total visits. Such information may help healthcare managers better anticipate the effects of interventions targeted to the socially vulnerable in their patient population. METHODS: Electronic health records of 147,496 adults served by 27 primary care practices in one large health system from 2015 to 2017 were used. Descriptive statistics were applied to characterize patients and the primary care practices included in the study. Causal mediation analyses using a modified Baron and Kenny approach were performed. PRINCIPAL FINDINGS: Causal mediation analyses demonstrated that increased social vulnerability was associated with increased medical complexity (incidence rate ratio [IRR] = 1.57) and increased numbers of hospitalizations (IRR = 1.63), ED visits (IRR = 2.14), observation stays (IRR = 1.94), and total visits (IRR = 2.04). Effects remained significant, though attenuated, after adjusting for medical complexity (mediator), demographics, and medications (hospitalizations IRR = 1.44, ED visits IRR = 2.02, observation stays IRR = 1.74, total visits IRR = 1.86). Social vulnerability, given medical complexity, explained between 8% (ED visits) and 26% (hospitalizations) of the variation in outcomes. PRACTICAL APPLICATIONS: These findings reinforce the need to modify interventions for medically complex adults to address their social needs and, consequently, reduce costly health services. Health systems seeking to reduce costly care can use these results to estimate savings in the treatment of patients with high social vulnerability-before they get chronic conditions and later as they seek care.


Asunto(s)
Servicio de Urgencia en Hospital , Hospitalización , Adulto , Atención a la Salud , Registros Electrónicos de Salud , Humanos , Estudios Retrospectivos
14.
Geriatr Nurs ; 45: 153-159, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35472750

RESUMEN

OBJECTIVES: To identify predictors of change in older adults' satisfaction with outdoor activities ratings over the first two years of enrollment in long-term services and supports (LTSS). METHODS: Self-rated satisfaction with outdoor activities (not at all satisfied to extremely satisfied) was the primary outcome of this secondary data analysis. Mixed-effects linear regression modeling with a backward elimination process was used for analyses. RESULTS: In the final model (N = 453) older LTSS recipients at baseline had lower ratings of satisfaction with outdoor activities over time, whereas younger recipients had higher ratings over time. Those who moved into a residential facility at baseline had an increase in outdoor activity satisfaction ratings over time compared to older adults who received home and community-based services that had a decrease. DISCUSSION: LTSS clinicians can use these findings to support older adults with decision-making around enrollment into LTSS, address preferences, and develop person-centered care interventions for outdoor activity.


Asunto(s)
Instituciones de Vida Asistida , Servicios de Atención de Salud a Domicilio , Anciano , Humanos , Cuidados a Largo Plazo , Casas de Salud , Satisfacción Personal
15.
J Clin Med ; 11(6)2022 Mar 08.
Artículo en Inglés | MEDLINE | ID: mdl-35329797

RESUMEN

Hospital readmission within 30 days of discharge (30-day readmission) is a high-priority quality measure and cost target. The purpose of this study was to explore the feasibility and efficacy of the Diabetes Transition of Hospital Care (DiaTOHC) Program on readmission risk in high-risk adults with diabetes. This was a non-blinded pilot randomized controlled trial (RCT) that compared usual care (UC) to DiaTOHC at a safety-net hospital. The primary outcome was all-cause 30-day readmission. Between 16 October 2017 and 30 May 2019, 93 patients were randomized. In the intention-to-treat (ITT) population, 14 (31.1%) of 45 DiaTOHC subjects and 15 (32.6%) of 46 UC subjects had a 30-day readmission, while 35.6% DiaTOHC and 39.1% UC subjects had a 30-day readmission or ED visit. The Intervention−UC cost ratio was 0.33 (0.13−0.79) 95%CI. At least 93% of subjects were satisfied with key intervention components. Among the 69 subjects with baseline HbA1c >7.0% (53 mmol/mol), 30-day readmission rates were 23.5% (DiaTOHC) and 31.4% (UC) and composite 30-day readmission/ED visit rates were 26.5% (DiaTOHC) and 40.0% (UC). In this subgroup, the Intervention−UC cost ratio was 0.21 (0.08−0.58) 95%CI. The DiaTOHC Program may be feasible and may decrease combined 30-day readmission/ED visit risk as well as healthcare costs among patients with HbA1c levels >7.0% (53 mmol/mol).

16.
J Aging Soc Policy ; 34(6): 976-1002, 2022 Nov 02.
Artículo en Inglés | MEDLINE | ID: mdl-35125064

RESUMEN

Programs of All-Inclusive Care for the Elderly (PACE) are an effective approach to improve care quality and delay institutional admissions especially for Black and Hispanic older adults who have seen a disproportionate rise in nursing home use. Guided by Andersen's Behavioral Model of Health Services Use and employing focus groups and one-on-one interviews, we qualitatively examined factors influencing access to and use of PACE by Black and Hispanic older adults. The study sample consisted of thirty-two PACE enrollees, six marketing-team members, and four family-caregivers from three PACE sites in a northeast urban city. Informed knowledge, cultural beliefs, and attitudes toward PACE were found to affect access. Community resources, available services, and care quality facilitated enrollment/participation. Barriers identified included poor dissemination of information and inadequate emphasis on staff's sensitivity to enrollees' cultural and disability differences. Findings will help healthcare leaders capitalize on facilitators and address barriers to enhance access and use of PACE by racial and ethnic minority older adults.


Asunto(s)
Etnicidad , Grupos Minoritarios , Humanos , Anciano , Hispánicos o Latinos , Población Negra , Accesibilidad a los Servicios de Salud
17.
Int J Med Inform ; 160: 104716, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-35183870

RESUMEN

BACKGROUND: Speech and language cues are considered significant data sources that can reveal insights into one's behavior and well-being. The goal of this study is to evaluate how different machine learning (ML) classifiers trained both on the spoken word and acoustic features during live conversations between family caregivers and a therapist, correlate to anxiety and quality of life (QoL) as assessed by validated instruments. METHODS: The dataset comprised of 124 audio-recorded and professionally transcribed discussions between family caregivers of hospice patients and a therapist, of challenges they faced in their caregiving role, and standardized assessments of self-reported QoL and anxiety. We custom-built and trained an Automated Speech Recognition (ASR) system on older adult voices and created a logistic regression-based classifier that incorporated audio-based features. The classification process automated the QoL scoring and display of the score in real time, replacing hand-coding for self-reported assessments with a machine learning identified classifier. FINDINGS: Of the 124 audio files and their transcripts, 87 of these transcripts (70%) were selected to serve as the training set, holding the remaining 30% of the data for evaluation. For anxiety, the results of adding the dimension of sound and an automated speech-to-text transcription outperformed the prior classifier trained only on human-rendered transcriptions. Specifically, precision improved from 86% to 92%, accuracy from 81% to 89%, and recall from 78% to 88%. INTERPRETATION: Classifiers can be developed through ML techniques which can indicate improvements in QoL measures with a reasonable degree of accuracy. Examining the content, sound of the voice and context of the conversation provides insights into additional factors affecting anxiety and QoL that could be addressed in tailored therapy and the design of conversational agents serving as therapy chatbots.


Asunto(s)
Cuidadores , Calidad de Vida , Acústica , Anciano , Ansiedad , Humanos , Habla
18.
Am J Hosp Palliat Care ; 39(8): 951-955, 2022 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-34961345

RESUMEN

Despite growing recognition of the importance of community-based palliative care, optimizing the use of services continues to be a challenge. Until recently, key barriers were reimbursement and limited access. As services have become increasingly available, engagement of patients and their caregivers has emerged as a major obstacle. The Palliative Activation SystemTM (PAS) is a comprehensive, quality improvement methodology designed to promote enhanced engagement of seriously ill adults and their caregivers in optimizing the use of community-based palliative care services and accelerate clinicians' progress in meeting patients' and caregivers' care goals. This paper describes the design of the PAS. Experts in patient engagement and the development and evaluation of palliative care programs advised organizational leaders in the development of this methodology. The "Patient and Family Engagement" framework proposed by Carman and colleagues (2013) guided this work. The framework informed the selection of three core concepts-care alignment, illness trajectory, and social determinants of health-as foundational to the goals of the PAS. Additionally, this framework guided the selection of measures that will be used to assess progress in achieving enhanced engagement. This background work, coupled with findings from interviews with patients and caregivers who are current recipients of palliative care services, resulted in the implementation and ongoing testing of strategies targeting clinicians and organizational leaders and designed to enhance engagement. Lessons learned from the design phase of the PAS will advance the efforts of other organizations committed to increasing patient and caregiver engagement and enhancing attainment of their goals.


Asunto(s)
Enfermería de Cuidados Paliativos al Final de la Vida , Cuidados Paliativos , Adulto , Cuidadores , Humanos , Cuidados Paliativos/métodos
19.
J Appl Gerontol ; 41(3): 709-717, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-34315240

RESUMEN

OBJECTIVE: Despite recent research focused on aging well, little is known regarding the goals and expectations from long-term services and supports (LTSS) use among older adults. METHODS: To address this knowledge gap, interviewer-guided surveys with older adults newly receiving LTSS in home and community-based, assisted living, and nursing home settings in Philadelphia, New Jersey, and New York were conducted. RESULTS: Twelve subthemes regarding the goals and expectations of 464 older adults receiving LTSS and in the context of Aging Well emerged from our analysis: maintaining function, optimizing health and circumstances, maintaining the status quo, transitioning back to the previous state, achieving independence, preserving cognitive function and capacity for psychosocial and emotional health, achieving purpose, increasing quality of life, receiving social support, increasing engagement, relieving burden, and feeling a sense of security/safety. DISCUSSION: This in-depth analysis of qualitative data provides context for LTSS use among older adults.


Asunto(s)
Instituciones de Vida Asistida , Calidad de Vida , Anciano , Objetivos , Humanos , Cuidados a Largo Plazo/psicología , Motivación , Calidad de Vida/psicología
20.
Contemp Clin Trials ; 112: 106620, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34785306

RESUMEN

In the U.S., older adults hospitalized with acute episodes of chronic conditions often are rehospitalized within 30 days of discharge. Numerous studies reveal that poor management of the complex needs of this population remains the norm. METHODS: This prospective, intent-to-treat, randomized controlled trial (RCT) will assess the effects of replicating the rigorously studied Transitional Care Model (TCM) in four U.S. healthcare systems. The TCM is an advanced practice registered nurse led, team-based, care management intervention that supports older adults throughout vulnerable care episodes that span hospital to home. This RCT will compare health and economic outcomes demonstrated by at-risk older adults hospitalized with heart failure, chronic obstructive pulmonary disease or pneumonia randomized to receive usual discharge planning (control group, N = 800) to those observed by a similar group of older adults randomized to receive the TCM protocol (N = 800). The primary outcome is number of rehospitalizations at 12 months post-discharge, with secondary resource use outcomes measured at multiple intervals. Patient experience with care, health and quality of life outcomes will be assessed at 90 days post-discharge. DISCUSSION: Based on health and economic benefits demonstrated in multiple NIH funded RCTs, the study team hypothesizes that the intervention group, both within and across participating health systems, will have decreased acute care resource use and costs at 12 months and better ratings of the care experience and health and quality of life through 90 days post-discharge compared to the control group. The impact of COVID-19 on implementation of this study also is discussed.


Asunto(s)
Transición del Hospital al Hogar , Cuidado de Transición , Anciano , COVID-19 , Humanos , Estudios Multicéntricos como Asunto , Alta del Paciente , Calidad de Vida , Ensayos Clínicos Controlados Aleatorios como Asunto , Estados Unidos
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