Radar-Based Fall Detection: A Survey.

Fall detection, particularly critical for high-risk demographics like the elderly, is a key public health concern where timely detection can greatly minimize harm. With the advancements in radio frequency technology, radar has emerged as a powerful tool for human detection and tracking. Traditional machine learning algorithms, such as Support Vector Machines (SVM) and k-Nearest Neighbors (kNN), have shown promising outcomes. However, deep learning approaches, notably Convolutional Neural Networks (CNN) and Recurrent Neural Networks (RNN), have outperformed in learning intricate features and managing large, unstructured datasets. This survey offers an in-depth analysis of radar-based fall detection, with emphasis on Micro-Doppler, Range-Doppler, and Range-Doppler-Angles techniques. We discuss the intricacies and challenges in fall detection and emphasize the necessity for a clear definition of falls and appropriate detection criteria, informed by diverse influencing factors. We present an overview of radar signal processing principles and the underlying technology of radar-based fall detection, providing an accessible insight into machine learning and deep learning algorithms. After examining 74 research articles on radar-based fall detection published since 2000, we aim to bridge current research gaps and underscore the potential future research strategies, emphasizing the real-world applications possibility and the unexplored potential of deep learning in improving radar-based fall detection.

mmPose-FK: A Forward Kinematics Approach to Dynamic Skeletal Pose Estimation Using mmWave Radars.

In this paper, we propose mmPose-FK, a novel millimeter wave (mmWave) radar-based pose estimation method that employs a dynamic forward kinematics (FK) approach to address the challenges posed by low resolution, specularity, and noise artifacts commonly associated with mmWave radars. These issues often result in unstable joint poses that vibrate over time, reducing the effectiveness of traditional pose estimation techniques. To overcome these limitations, we integrate the FK mechanism into the deep learning model and develop an end-to-end solution driven by data. Our comprehensive experiments using various matrices and benchmarks highlight the superior performance of mmPose-FK, especially when compared to our previous research methods. The proposed method provides more accurate pose estimation and ensures increased stability and consistency, which underscores the continuous improvement of our methodology, showcasing superior capabilities over its antecedents. Moreover, the model can output joint rotations and human bone lengths, which could be further utilized for various applications such as gait parameter analysis and height estimation. This makes mmPose-FK a highly promising solution for a wide range of applications in the field of human pose estimation and beyond.

Post-acute sequelae of SARS-CoV-2 infection (Long COVID) in older adults.

Long COVID, also known as PASC (post-acute sequelae of SARS-CoV-2), is a complex infection-associated chronic condition affecting tens of millions of people worldwide. Many aspects of this condition are incompletely understood. Among them is how this condition may manifest itself in older adults and how it might impact the older population. Here, we briefly review the current understanding of PASC in the adult population and examine what is known on its features with aging. Finally, we outline the major gaps and areas for research most germane to older adults.

Longitudinal Assessment of Mobility and Self-care Among Critically Ill Older Adults. An Age-Friendly Health Systems Initiative Quality Improvement Study.

BACKGROUND: Early mobility in the intensive care unit (ICU) is vital to maintaining an older adult patient's performance of activities of daily living, functional mobility, and overall quality of life. Prior studies have shown reduced length of inpatient stay and onset of delirium in patients with early mobilization. Despite these benefits, many ICU patients are often labeled as too sick to participate in therapy and frequently do not receive physical (PT) or occupational therapy (OT) consults until they are considered floor status. This delay in therapy can negatively affect a patient's capacity to participate in his/her self-care, add to the burden on caregivers, and limit disposition options. OBJECTIVES: Our goals were to perform a longitudinal assessment of mobility and self-care among older patients through their medical ICU (MICU) stays and to quantify visits by therapy services to identify areas for improvement in achieving early intervention in this at-risk population. METHOD: This was a retrospective quality improvement analysis of a cohort of admissions to the MICU at a large tertiary academic medical center between November 2018 and May 2019. Admission information, PT and OT consult information, Perme Intensive Care Unit Mobility Score, and Modified Barthel Index scores were entered into a quality improvement registry. Inclusion criteria consisted of age older than 65 years and at least 2 distinct visits by PT and/or OT for evaluation. Patients without consults and patients with weekend-only MICU stays were not assessed. RESULTS: There were 302 MICU patients 65 years or older admitted during the study period. Forty-four percent (132) of these patients received PT/OT consults, and among these, 32% (42) had at least 2 visits to allow comparison of objective scores. Seventy-five percent of patients had improved Perme scores (median, 9.4%; interquartile range, 2.3%-15.6%), and 58% of patients had improved Modified Barthel Index scores (median, 3%; interquartile range, -2% to 13.5%). However, 17% of potential therapy days were missed because of inadequate staffing/time, and 14% were missed because of being sedated or unable to participate. CONCLUSIONS: In our cohort of patients older than 65 years, receipt of therapy in the MICU led to modest improvements in score-assessed mobility and self-care before transfer to floor. Staffing, time constraints, and patient sedation or encephalopathy appeared to interfere most with further potential benefits. In the next phase, we plan to implement strategies to increase PT/OT availability in the MICU and implement a protocol to increase identification and referral of candidates for whom early therapy can prevent loss of mobility and ability to perform self-care.

IL-6 can singlehandedly drive many features of frailty in mice.

Frailty is a geriatric syndrome characterized by age-related declines in function and reserve resulting in increased vulnerability to stressors. The most consistent laboratory finding in frail subjects is elevation of serum IL-6, but it is unclear whether IL-6 is a causal driver of frailty. Here, we characterize a new mouse model of inducible IL-6 expression (IL-6TET-ON/+ mice) following administration of doxycycline (Dox) in food. In this model, IL-6 induction was Dox dose-dependent. The Dox dose that increased IL-6 levels to those observed in frail old mice directly led to an increase in frailty index, decrease in grip strength, and disrupted muscle mitochondrial homeostasis. Littermate mice lacking the knock-in construct failed to exhibit frailty after Dox feeding. Both naturally old mice and young Dox-induced IL-6TET-ON/+ mice exhibited increased IL-6 levels in sera and spleen homogenates but not in other tissues. Moreover, Dox-induced IL-6TET-ON/+ mice exhibited selective elevation in IL-6 but not in other cytokines. Finally, bone marrow chimera and splenectomy experiments demonstrated that non-hematopoietic cells are the key source of IL-6 in our model. We conclude that elevated IL-6 serum levels directly drive age-related frailty, possibly via mitochondrial mechanisms.

Mechanisms of Racial Disparities in Cognitive Aging: An Examination of Material and Psychosocial Well-Being.

OBJECTIVES: We tested the hypothesis that education's effect on cognitive aging operates in part through measures of material and psychosocial well-being. METHOD: Our sample was of non-Latino black and white participants of the National Social Life Health and Aging Project who had valid cognitive assessments in Waves 2 and 3 (n = 2,951; age range: 48-95). We used structural equation modeling to test for mediation and moderated mediation by income, assets, perceived stress, social status, and allostatic load on the relationships between race, education, and cognition at two time points. RESULTS: Education consistently mediated the race-cognition relationship, explaining about 20% of the relationship between race and cognition in all models. Income and assets were moderated by race; these factors were associated with cognition for whites but not blacks. Social status mediated the association between race and cognition, and social status and perceived stress mediated the education-cognition pathway. Allostatic load was not a mediator of any relationship. DISCUSSION: Education remains the best explanatory factor for cognitive aging disparities, though material well-being and subjective social status help to explain a portion of the racial disparity in cognitive aging.

Psychotropic medication use patterns in home-based primary care: A scoping review.

INTRODUCTION: Up to a third of patients seen by home-based primary care (HBPC) providers suffer from mental health problems. These conditions tend to be underrecognized and undertreated for patients receiving HBPC. The purpose of this scoping review is to evaluate current psychotropic use patterns for patients receiving HBPC services. METHODS: The following databases were searched for articles reporting on studies conducted in HBPC settings that identified patterns of psychotropic medication prescription and use: Ovid/MEDLINE, Cochrane Library, Embase, Scopus, Web of Science, CINAHL, and PsycInfo. Studies that only reported on patients in hospice, rehabilitation, or long-term care facilities were excluded as were drug trials, opinion pieces, case studies, case series, meeting abstracts, and other reviews. RESULTS: Of 4542 articles initially identified, 74 were selected for full text screening. Of these, only 2 met full criteria and were included in the data extraction and analysis. In 1 study, 41.7% patients enrolled were prescribed an antidepressant, 21.5% were prescribed an antipsychotic (12.7% prescribed both), and 5% to 7% of patients were prescribed benzodiazepines/hypnotics. In the other study, 9% of patients were prescribed an antipsychotic, and 7% were prescribed a benzodiazepine. DISCUSSION: There are extremely limited data on psychotropic prescribing patterns in HBPC in published studies. Because a significant number of HBPC patients suffer from mental health conditions in addition to other chronic illnesses, treatment can be complex. More studies are needed on current psychotropic prescribing trends to help determine what type of interventions are needed to promote patient safety in this setting.

Correction to: SARS-CoV-2 and COVID-19 in older adults: what we may expect regarding pathogenesis, immune responses, and outcomes.

The affiliation of the second author (Kenneth S. Knox) should have been Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA instead of Department of Medicine, University of Arizona-Phoenix, Phoenix, AZ 85004, USA.

SARS-CoV-2 and COVID-19 in older adults: what we may expect regarding pathogenesis, immune responses, and outcomes.

SARS-CoV-2 virus, the causative agent of the coronavirus infectious disease-19 (COVID-19), is taking the globe by storm, approaching 500,000 confirmed cases and over 21,000 deaths as of March 25, 2020. While under control in some affected Asian countries (Taiwan, Singapore, Vietnam), the virus demonstrated an exponential phase of infectivity in several large countries (China in late January and February and many European countries and the USA in March), with cases exploding by 30-50,000/day in the third and fourth weeks of March, 2020. SARS-CoV-2 has proven to be particularly deadly to older adults and those with certain underlying medical conditions, many of whom are of advanced age. Here, we briefly review the virus, its structure and evolution, epidemiology and pathogenesis, immunogenicity and immune, and clinical response in older adults, using available knowledge on SARS-CoV-2 and its highly pathogenic relatives MERS-CoV and SARS-CoV-1. We conclude by discussing clinical and basic science approaches to protect older adults against this disease.

The role of social and behavioral risk factors in explaining racial disparities in age-related cognitive impairment: a structured narrative review.

Alzheimer's disease (AD) is a growing public health concern with large disparities in incidence and prevalence between African Americans (AAs) and non-Hispanic whites (NHWs). The aim of this review was to examine the evidence of association between six modifiable risk factors (education, smoking, physical inactivity, obesity, social isolation, and psychosocial stress) and Alzheimer's disease risk in AAs and NHWs. We identified 3,437 studies; 45 met inclusion criteria and were included in this review. Of the examined risks, education provided the strongest evidence of association with cognitive outcomes in AAs and NHWs. This factor may operate directly on Alzheimer's disease risk through the neurocognitive benefits of cognitive stimulation or indirectly through social status.

State inequality, socioeconomic position and subjective cognitive decline in the United States.

BACKGROUND: Social gradients in health have been observed for many health conditions and are suggested to operate through the effects of status anxiety. However, the gradient between education and Alzheimer's disease is presumed to operate through cognitive stimulation. We examined the possible role of status anxiety through testing for state-level income inequality and social gradients in markers of socioeconomic position (SEP) for Alzheimer's disease risk. METHODS: Using data from the cross-sectional 2015 and 2016 Behavioral Risk Factor Surveillance System (BRFSS) and the U.S. Census Bureau's American Community Survey, we tested for the association between U.S. state-level income inequality and individual SEP on subjective cognitive decline (SCD) - a marker of dementia risk - using a generalized estimating equation and clustering by state. RESULTS: State income inequality was not significantly associated with SCD in our multivariable model (OR 1.2; 95% CI: 0.9, 1.6; p=0.49). We observed a clear linear relationship between household income and SCD where those with an annual household income of 50k to 75k had 1.4 (95% CI: 1.3, 1.6) times the odds and those with household incomes of less than $10,000 had 4.7 (95% CI: 3.8, 5.7) times the odds of SCD compared to those with household income of more than $75,000. We also found that college graduates (ref.) and those who completed high school (OR: 1.1; 95% CI 1.04, 1.2) fared better than those with some college (OR: 1.3, 95% CI 1.2, 1.4) or less than a high school degree (OR: 1.5; 95% CI: 1.4, 1.7). CONCLUSIONS: Income inequality does not play a dominant role in SCD, though a social gradient in individual income for SCD suggests the relationship may operate in part via status anxiety.

Leadership, Inside and Out: The Tideswell-AGS-ADGAP Emerging Leaders in Aging Program.

BACKGROUND/OBJECTIVES: To optimize health and well-being for all older people, we must collectively develop leaders to pioneer models of care, educate the healthcare workforce, advance research, and engage the community. METHODS: The Emerging Leaders in Aging (ELIA) program was created to train a multiprofessional cadre of leaders focused on the health and well-being of older people. ELIA uses the social change curricular framework and addresses knowledge of self, community, and engagement with change. Program impact measured included scholar satisfaction, confidence related to curricular domains before and after the program, project progress, and scholar productivity. RESULTS: Four cohorts of 65 scholars in seven health professions from 24 states were selected for the year-long 55-hour program. Overall satisfaction from members of the first three cohorts who have completed the program (n = 46) was 4.86 (scale = 1-5), and scholar confidence increased from 5.8 to 8.0 (scale = 1-9) (p < .001). These scholars reported 85 presentations, 63 publications, and 21 awards subsequent to training. All scholars described the importance of a program focused on early and mid-career leaders in health and aging. DISCUSSION: The ELIA program leverages longitudinal, distance mentor communities, and project-based learning strategies. It has improved confidence and skills in emerging leaders who commit their efforts toward the care of older persons. Programs like ELIA are critical to preparing a healthcare workforce to optimize care for all as our health needs and expectations change with age. J Am Geriatr Soc 67:437-442, 2019.

Failure to Rescue After Emergency General Surgery in Geriatric Patients: Does Frailty Matter?

BACKGROUND: Failure to rescue (FTR) is considered as an index of quality of care provided by a hospital. However, the role of frailty in FTR remains unclear. We hypothesized that the FTR rate is higher for frail geriatric emergency general surgery (EGS) patients than nonfrail geriatric EGS patients. METHODS: We performed a 3-y (2015-2017) prospective cohort study of all geriatric patients (age ≥ 65 y) requiring EGS. Frailty was calculated by using the EGS-specific Frailty Index (EGSFI) within 24 h of admission. Patients were divided into two groups: frail (FI ≥ 0.325) and nonfrail (FI < 0.325). We defined FTR as death from a major complication. Regression analysis was performed to control for demographics, type of operative intervention, admission vitals, and admission laboratory values. RESULTS: Three hundred twenty-six geriatric EGS patients were included, of which 38.9% were frail. Frail patients were more likely to be white (P < 0.01) and, on admission, had a higher American Association of Anesthesiologist class (P = 0.03) and lower serum albumin (P < 0.01). However, there was no difference between the groups regarding age (P = 0.54), gender (P = 0.56), admission vitals, and WBC count (P = 0.35). Overall, 26.7% (n = 85) of patients developed in-hospital complications; and mortality occurred in 30% (n = 26) of those patients (i.e., the FTR group). Frail patients had higher rates of FTR (14% vs. 4%, P < 0.001) than nonfrail patients. On regression analysis, after controlling for confounders, frail status was an independent predictor of FTR (OR: 3.4 [2.3-4.6]) in geriatric EGS patients. CONCLUSIONS: Our study demonstrates that in geriatric EGS patients, a frail status independently contributes to FTR and increases the odds of FTR threefold compared with nonfrail status. Thus, it should be included in quality metrics for geriatric EGS patients.

Preparing for an Aging World: Engaging Biogerontologists, Geriatricians, and the Society.

Although the demographic revolution has produced hundreds of millions people aged 65 and older, a substantial segment of that population is not enjoying the benefits of extended healthspan. Many live with multiple chronic conditions and disabilities that erode the quality of life. The consequences are also costly for society. In the United States, the most costly 5% of Medicare beneficiaries account for approximately 50% of Medicare's expenditures. This perspective summarizes a recent workshop on biomedical approaches to best extend healthspan as way to reduce age-related dysfunction and disability. We further specify the action items necessary to unite health professionals, scientists, and the society to partner around the exciting and palpable opportunities to extend healthspan.

Inflammatory bowel disease and the elderly: a review.

Inflammatory bowel disease among the elderly is common, with growing incident and prevalence rates. Compared with younger IBD patients, genetics contribute less to the pathogenesis of older-onset IBD, with dysbiosis and dysregulation of the immune system playing a more significant role. Diagnosis may be difficult in older individuals, as multiple other common diseases can mimic IBD in this population. The clinical manifestations in older-onset IBD are distinct, and patients tend to have less of a disease trajectory. Despite multiple effective medical and surgical treatment strategies for adults with Crohn's disease and ulcerative colitis, efficacy studies typically have excluded older subjects. A rapidly ageing population and increasing rates of Crohn's and ulcerative colitis make the paucity of data in older adults with IBD an increasingly important clinical issue.

Managing older adults with ground-level falls admitted to a trauma service: the effect of frailty.

OBJECTIVES: To determine whether frail elderly adults are at greater risk of fracture after a ground-level fall (GLF) than those who are not frail. DESIGN: Prospective observational study. SETTING: Level 1 trauma center. PARTICIPANTS: All elderly (≥65) adults presenting after a GLF over 1 year (N = 110; mean age ± SD 79.5 ± 8.3, 54% male). MEASUREMENT: A Frailty Index (FI) was calculated using 50 preadmission frailty variables. Participants with a FI of 0.25 or greater were considered to be frail. The primary outcome measure was a new fracture; 40.1% (n = 45) of participants presented with a new fracture. The secondary outcome was discharge to an institutional facility (rehabilitation center or skilled nursing facility). Multivariate logistic regression was performed. RESULTS: Forty-three (38.2%) participants were frail. The median Injury Severity Score was 14 (range 9-17), and the mean FI was 0.20 ± 0.12. Frail participants were more likely than those who were not frail to have fractures (odds ratio (OR) = 1.8, 95% confidence interval (CI) = 1.2-2.3, P = .01). Thirty-six (32.7%) participants were discharged to an institutional facility. Frail participants were more likely to be discharged to an institutional facility (OR = 1.42, 95% CI = 1.08-3.09, P = .03) after a GLF. CONCLUSION: Frail individuals have a higher likelihood of fractures and discharge to an institutional facility after a GLF than those who are not frail. The FI may be used as an adjunct for decision-making when developing a discharge plan for an elderly adult after a GLF.

Advance directives for older adults in the emergency department: a systematic review.

BACKGROUND: It has been more than two decades since the passage of the Patient Self-Determination Act (PSDA) of 1991, an act that requires many medical points of care, including emergency departments (EDs), to provide information to patients about advance directives (ADs). OBJECTIVE: The study objective was to determine the prevalence of ADs among ED patients with a focus on older adults and factors associated with rates of completion. METHODS: We searched PubMed, Embase, PsycINFO, CINAHL, Web of Science, Medline, and the Cochrane Library. Articles were selected according to the following criteria: (1) population: adult ED patients; (2) outcome measures: quantitative prevalence data pertaining to ADs and factors associated with completion of an AD; (3) location: EDs in the United States; and (4) date: published 1991 or later. RESULTS: Of the 258 references retrieved as a result of our search, six studies met inclusion criteria. Rates of patient-reported AD completion ranged from 21% to 53%, while ADs were available to ED personnel for 1% to 44% of patients. Patients aged ≥65 years had ADs 21% to 46% of the time. Sociodemographics (e.g., older age, specific religion, white or African American race, being widowed, or having children) and health status related variables (e.g., poor health, institutionalization, and having a primary care provider) were associated with greater likelihood of having an AD. CONCLUSIONS: Published rates of AD completion vary widely among patients presenting to U.S. EDs. Patient sociodemographic and health status factors are associated with increased rates of AD completion, though rates are low for all populations.

Validating trauma-specific frailty index for geriatric trauma patients: a prospective analysis.

BACKGROUND: The Frailty Index has been shown to predict discharge disposition in geriatric patients. The aim of this study was to validate the modified 15-variable Trauma-Specific Frailty Index (TSFI) to predict discharge disposition in geriatric trauma patients. We hypothesized that TSFI can predict discharge disposition in geriatric trauma patients. STUDY DESIGN: We performed a 2-year (2011-2013) prospective analysis of all geriatric trauma patients presenting to our Level I trauma center. Patient discharge disposition was dichotomized into unfavorable (discharge to skilled nursing facility or death) and favorable (discharge to home or rehabilitation center) discharge disposition. Patients were evaluated using the developed 15-variable TSFI. Multivariate logistic regression was performed to identify factors that predict unfavorable discharge disposition. RESULTS: A total of 200 patients were enrolled for validation of TSFI. Mean age was 77 ± 12.1 years, median Injury Severity Score was 15 (interquartile range [IQR] 9 to 20), median Glasgow Coma Scale score was 14 (IQR 13 to 15), and median Frailty Index score was 0.20 (IQR 0.17 to 0.28); 29.5% (n = 59) patients had unfavorable discharge. After adjusting for age, sex, Injury Severity Score, Head Abbreviated Injury Scale, and vitals on admission, Frailty Index (odds ratio = 1.5; 95% CI, 1.1-2.5) was the only significant predictor for unfavorable discharge disposition. Age (odds ratio = 1.2; 95% CI, 0.9-3.1; p = 0.2) was not predictive of unfavorable discharge disposition. CONCLUSIONS: The 15-variable TSFI is an independent predictor of unfavorable discharge disposition in geriatric trauma patients. The Trauma-Specific Frailty Index is an effective tool that can aid clinicians in planning discharge disposition of geriatric trauma patients. LEVEL OF EVIDENCE: II Prognostic Studies-Investigating the Effect of a Patient Characteristic on the Outcome of Disease.