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OBJECTIVE: This study aimed to evaluate the effect of mothers' knowledge about asthma management on quality of life and asthma control among children with asthma in Palestine. METHODS: This cross-sectional study was carried out by mothers of children with asthma in Palestine in four major public hospitals. Mothers of a total of 220 were selected randomly via a computerized system. Data were collected using Pediatric Asthma Quality of Life (PAQLQ), an Asthma Control Test (ACT), and the mothers' Self-Practices and Knowledge (SPK) of asthma management questionnaire. Statistical analysis was performed using SPSS (V25). RESULTS: A total of 220 mothers of children with asthma were randomly selected and invited to participate but 182 agreed to participate, with a response rate of 83%. The mean age of participant children was 9.7 ± 2.72 years, and the mean age of mothers was 34.5 ± 9.6 years. The mean score of the QoL was 3.91(SD ± 1.61) out of 7. Most participant children had uncontrolled asthma with a total mean score of 14.13(SD ± 5.23) on the ACT. The mean score of mothers' SPK level was 2.12(SD ± 0.83) with a total mean score of 42.13 ± 3.68 out of 68, which indicated a moderate level of knowledge and there was a strong correlation between mothers' SPK and children's QoL. CONCLUSIONS: The investigation showed that mothers of children with asthma had moderate SPK, and the children had uncontrolled asthma with poor QoL. These findings suggest developing educational initiatives to enhance parents' asthma-related knowledge and skills to improve their children's asthma-related quality of life and asthma control.

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OBJECTIVES: Chronic rhinosinusitis (CRS) is a widely prevalent condition, however its degree of severity according to sex requires further study. The literature shows that sex-based differences exist in the severity of asthma and allergic airway disease in the population. These findings point to a potential hormonal cause for this difference, but there is no study suggesting the role of sex in CRS with nasal polyps (CRSwNP). The purpose of this study was to examine the association of sex and CRSwNP severity in the United States. METHODS: This study was conducted on data gathered from 181 participants in the NAVIGATE I and NAVIGATE II randomized control trials within the OPTINOSE database. Participants were analyzed based on sex controlling for airway-related comorbidities, including history of asthma, race, and ethnicity. SNOT-22 scores were assessed as a quality-of-life outcome measure for CRS. The association between sex and SNOT-22 scores was determined using multiple linear regression. RESULTS: There were 81 female and 100 male participants. SNOT-22 scores were significantly higher in females. The average reported SNOT-22 score was 53.8 ± 16.5 in females and 46.8 ± 18.8 in males. On adjusted regression, the association of sex and SNOT-22 scores approached but didn't reach significance (ß: -4.97; 95 % CI: -10.68-0.73; p = 0.09). CONCLUSIONS: On average, females had more severe manifestations of CRSwNP in comparison to males, with the adjusted association approaching statistical significance. Further studies, potentially looking at hormones as a cause of pathogenesis, are needed to better elucidate the role of sex in CRSwNP.

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Objective: Olfactory dysfunction (OD) is a condition primarily affecting older adults. Several factors have been implicated in OD, such as age, socioeconomic status, and neurodegenerative disease; however, the effect of military service still requires additional investigation. Here, we aim to determine if there is an association between prior military service and OD among older adults. Methods: This cross-sectional study included 2268 adults from Round 1 of the National Social Life, Health, and Aging Project. OD was defined as 0-3 odors correctly identified on the 5-item Sniffin' Sticks test. Bivariate analysis was conducted to calculate crude odds ratios (cOR) for the association of prior military service with OD and identify covariates for regression. Associations between prior military service and OD were assessed using logistic regression, and adjusted odds ratios (aOR) were calculated controlling for age, gender, race/ethnicity, education, stroke history, dementia, diabetes, and mental health. All analyses were weighted using survey weights to account for sampling design. Results: OD was present in 489 adults (21.6%). Among those with OD, the average age was 71.0 ± 7.9 years, whereas the average age in those without OD was 67.0 ± 7.2 years. Among adults with OD, 34.4% reported prior military service, compared to 27.7% of adults without OD (cOR = 1.37; 95% CI: 1.05-1.79). However, after adjusting for covariates, prior military service was not associated with OD (aOR: 1.09; 95% CI: 0.79-1.50). Older age (aOR: 1.07; 95% CI: 1.05-1.09) and worse mental health (aOR: 1.68; 95% CI: 1.14-2.49) were associated with OD. Conclusion: Prior military service was not associated with OD among older adults after controlling for covariates. More nuanced research is needed to examine correlations between OD and specific elements of military service such as duration, toxin exposure, and head trauma.Level of Evidence: Level 4.

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INTRODUCTION: The intersection between perinatal mental health and the coronavirus disease 2019 (COVID-19) pandemic remains of significant public health importance. The current study examined the emotional and financial well-being and predictors of elevated depressive symptoms among pregnant women during the COVID-19 pandemic. METHODS: This online survey was conducted with 2118 women ≥18 years old who were pregnant at the time of the survey and living in the United States or Puerto Rico. Depressive symptoms were assessed with the Center for Epidemiologic Studies Depression Scale, with scores ≥10 indicative of elevated depressive symptoms. The final logistic regression model included housing insecurity, financial distress, COVID-19 diagnosis, exposure to COVID-19, and demographic covariates. RESULTS: More than half the sample (53.8%) had elevated depressive symptoms. In logistic regression analyses, the odds of having elevated depressive symptoms were significantly higher for participants reporting housing insecurity (adjusted odds ratio [aOR], 1.56; 95% CI, 1.22-2.01), financial distress (aOR, 1.57; 95% CI, 1.17-2.12), COVID-19 diagnosis (aOR, 2.53; 95% CI, 1.53-4.17), and COVID-19 exposure (aOR, 1.41; 95% CI, 1.07-1.86), after adjusting for covariates. The association of elevated depressive symptoms with housing insecurity was especially strong among those who experienced COVID-19 (aOR, 6.04; 95% CI, 2.15-17.0). DISCUSSION: Our findings are consistent with previous literature revealing that diagnosis, exposure, concerns about family, and effects on financial stability were related to depressive symptoms during the pandemic. The relationships between financial and housing concerns with elevated depressive symptoms, independent of concerns about infection in family members, suggest that there may be direct and indirect effects of the pandemic on mental health.

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Background: Higher allostatic load (AL), a multi-system measure of physiological dysregulation considered a proxy for chronic stress exposure, is associated with poorer global cognition (GC) in older non-Hispanic white adults. However, evidence of these associations in middle-aged and older US-based Hispanic/Latino adults is limited. Objective: To examine associations of AL with level of cognition, performance in cognition 7 years later, and change in cognition over 7 years among middle-aged and older US-based Hispanic/Latino adults. Methods: We used data (n = 5,799, 45-74 years at baseline) from the Hispanic Community Health Study/Study of Latinos (HCHS/SOL) and SOL-Investigation of Neurocognitive Aging (SOL-INCA). The AL score comprised 16 biomarkers representing cardiometabolic, glucose, cardiopulmonary, parasympathetic, and inflammatory systems (higher scores = greater dysregulation). Cognitive outcomes included GC and individual tests of verbal learning and memory, world fluency (WF), Digit Symbol Substitution (DSS), and Trail Making (Parts A & B). Survey-linear regressions assessed associations of AL with performance in cognition at baseline, 7 years later, and via 7-year cognitive change scores adjusting for sociodemographic characteristics, lifestyle factors, and depressive symptoms. Results: Higher AL was associated with lower baseline performance in GC and WF; and lower 7-year follow-up performance in these same measures plus DSS and Trail Making Parts A & B. Higher AL was associated with more pronounced 7-year change (reduction) in GC and on WF and DSS tests. Conclusions: Findings extend previous evidence in predominantly older non-Hispanic white cohorts to show that AL is related to level of and change in GC (as well as WF and DSS) among middle-aged and older US-based Hispanic/Latino adults.

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BACKGROUND/PURPOSE: Olfactory dysfunction (OD) has been recognized as an early biomarker for neurodegenerative diseases. Identifying behaviors that increase the risk of OD is crucial for early recognition of neurogenerative diseases. Alcohol consumption can potentially impact olfaction through its neurotoxic effects. This study aims to examine the relationship between alcohol consumption and OD, using data from the National Social Life, Health, and Aging Project (NSHAP). METHODS: This cross-sectional study was conducted on data for 2757 adults from Round 1 of NSHAP. OD was defined as correctly identifying 0-3 odors in the 5-item Sniffin' Sticks test while normal olfactory function was defined as correctly identifying 4-5 odors. Multivariable logistic regression was utilized to examine the association between alcohol consumption and OD, controlling for age, race, and comorbidities. Analyses were weighted to account for the sampling design. RESULTS: OD was present in 23.1 % of adults. The average age among those with OD was 71.2 ± 7.8 years, compared to 66.9 ± 7.2 years in those with normal olfaction. In terms of alcohol consumption, 31.1 % of adults with OD were light-to-moderate drinkers and 7.7 % were heavy drinkers, compared to 35.6 % light-to-moderate and 7.7 % heavy drinkers in the normal olfaction group. After adjusting for age, gender, race, and education, neither light-to-moderate drinking (aOR: 0.99; 95 % CI: 0.76-1.29) nor heavy drinking (aOR: 1.24; 95 % CI: 0.83-1.85) were significantly associated with OD. CONCLUSION: Alcohol consumption was not associated with OD after controlling for covariates. While this study provides insight into the relationship between alcohol consumption and OD, further research is needed due to conflicting results in previous studies.

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INTRODUCTION: Tobacco smoking is a major risk factor for morbidity and mortality. Studies on smoking in the Kingdom of Saudi Arabia (KSA) have shown inconsistent results. The purpose of this study was to provide a literature review on the prevalence of tobacco smoking among school students, university students, and the general population of KSA during 2009-2015, before the implementation of new tobacco control measures. METHODS: We searched PubMed and Google for articles published in English from 2009 to 2015, focused on overall tobacco smoking and/or any form of tobacco smoking (e.g. tobacco, cigarette, and waterpipe) and conducted with a sample of ≥300 participants. Only the prevalence of current smoking was assessed. A narrative synthesis of the prevalence results was conducted. RESULTS: Of the 360 studies found in the primary search, 91 were selected for further examination for eligibility, and 20 studies were included in the review. Among school students, the prevalence of smoking any form of tobacco (cigarettes, waterpipes, or both) ranged 10.0-21.7%. The prevalence of cigarette smoking ranged 8.9-19.5% and for waterpipe smoking it was 9.5%. Among university students, the prevalence of smoking any form of tobacco ranged 11.1-25.3%, cigarette smoking 7.8-17.5%, and waterpipe 4.3-18.0%. In the general population, the prevalence of cigarette smoking ranged 19.6-23.5% and for waterpipe smoking it was 4.3%. CONCLUSIONS: Our study shows smoking levels were high in the KSA between 2009 and 2015. Studies utilizing standardized methodology with nationally representative samples are needed to better characterize the prevalence of different types of tobacco smoking. More research on national representative samples is needed, including studies on the same populations/groups/areas over time using standardized tools and definitions.

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BACKGROUND: Food insecurity has been associated with poorer asthma control in children, but research lacks in adults. OBJECTIVE: To assess the frequency of food insecurity and its association with asthma control in adults during the coronavirus disease 2019 pandemic. METHODS: An online cross-sectional survey study was conducted in US adults with asthma. Survey questions included how worried or concerned participants were about food security since the pandemic. Asthma control was assessed using the Asthma Control Test, with uncontrolled asthma defined as Asthma Control Test score less than or equal to 19. Self-report of food insecurity since the pandemic was assessed. Food insecurity variables were dichotomized into high insecurity (≥3) or low insecurity (<3). Descriptive statistics and bivariate analyses were performed. RESULTS: Of the total participants (N = 866), 82.79% were female; mean age of participants was 44 ± 15.05 years, their mean Asthma Control Test score was 19.25 ± 4.54, and 18.48% had high food insecurity. Participants with high food insecurity were more likely to have uncontrolled asthma (74.38%) compared with those with lower food insecurity (34.99%; P < .01). The relationship between asthma control and food insecurity remained significant after adjusting for age, education, sex, race, anxiety, and living stability concerns due to the pandemic. CONCLUSIONS: Food insecurity exists in adults with asthma and is associated with uncontrolled asthma. Providers should consider screening their patients for food insecurity when treating individuals with uncontrolled asthma.

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Midcareer faculty are the "keystone" of academia. Faculty in midcareer experience an increase or change in responsibilities and expectations as well as reduced support and mentorship usually extended to junior faculty. Nonetheless, midcareer can be an ideal time for re-evaluating and defining one's career path and taking advantage of leadership and service opportunities. Successful navigation of midcareer is essential to ensure nursing faculty remain in the academic setting, contribute to nursing science, and have a satisfying career. In this paper, we present strategies midcareer nurse faculty can consider to maintain balance and advance their careers even during challenging times. These strategies include appraising career goals, maintaining and expanding mentoring relationships, seeking and utilizing opportunities for leadership development, selecting service strategically to advance career goals, preparing for the unexpected, maintaining/expanding scholarly productivity, learning when to say yes or no, embracing lifelong learning, and improving visibility of one's work.

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BACKGROUND: Exposure to particulate matter <2.5 µm in diameter (PM2.5) has been linked to increased sinusitis prevalence and morbidity. However, studies analyzing environmental exposures and sinusitis have not explored the effect of PM2.5 on healthcare presentation patterns. OBJECTIVE: This study aims to characterize the relationship of community-level PM2.5 with high-acuity visits in sinusitis patients. METHODS: A retrospective analysis based on medical records of 2092 adults presenting with chronic rhinosinusitis, acute rhinosinusitis, or sinus/nasal polyps to an urban academic medical center from 2010 to 2019 was conducted. We linked medical records (individual-level) with data on PM2.5 exposure at the community level, using residential zip-code data from the Chicago Health Atlas covering the years 2015-2019. Multivariable binary logistic regression with Generalized Estimating Equations examined adjusted associations between PM2.5 and high-acuity visits - including emergency department and inpatient settings. RESULTS: Our sample was 69 % female, with a mean age of 46.9 years. From 2015 to 2019, the average PM2.5 exposure in zip-codes examined was 11.66 µg/m3 with a range of 11.14-11.79 µg/m3. In adjusted models, odds of a high-acuity visit were significantly higher in patients residing in zip-codes in the top tertile of PM2.5 exposure compared to the bottom tertile (OR: 1.74; CI: 1.20-2.51). CONCLUSION: Community-level PM2.5 exposure was associated with high-acuity visits among sinusitis patients. These associations need to be studied through more rigorous, prospective investigations, as they may have potential public health implications and underscore a need to mitigate PM2.5 exposures at a community-level.

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BACKGROUND: It is estimated that over 60% of adults with asthma have uncontrolled symptoms, representing a substantial health and economic impact. The effects of the home environment and exposure to volatile organic compounds (VOCs) and fine particulate matter (PM2.5) on adults with asthma remain unknown. In addition, methods currently used to assess the home environment do not capture real-time data on potentially modifiable environmental exposures or their effect on asthma symptoms. OBJECTIVE: The aims of this study are to (1) determine the feasibility and usability of ecological momentary assessment (EMA) to assess self-report residential environmental exposures and asthma symptoms, home monitoring of objective environmental exposures (total VOCs and PM2.5), and lung function in terms of forced expiratory volume in 1 second (FEV1%); (2) assess the frequency and level of residential environmental exposures (eg, disinfectants/cleaners, secondhand smoke) via self-reported data and home monitoring objective measures; (3) assess the level of asthma control as indicated by self-reported asthma symptoms and lung function; and (4) explore associations of self-reported and objective measures of residential environmental exposures with self-reported and objective measures of asthma control. METHODS: We will recruit 50 adults with asthma who have completed our online Global COVID-19 Asthma Study, indicated willingness to be contacted for future studies, reported high use of disinfectant/cleaning products, and have asthma that is not well controlled. Participants will receive an indoor air quality monitor and a home spirometer to measure VOCs, PM2.5, and FEV1%, respectively. EMA data will be collected using a personal smartphone and EMA software platform. Participants will be sent scheduled and random EMA notifications to assess asthma symptoms, environmental exposures, lung function, and mitigation strategies. After the 14-day data collection period, participants will respond to survey items related to acceptability, appropriateness, and feasibility. RESULTS: This study was funded in March 2021. We pilot tested our procedures and began recruitment in April 2022. The anticipated completion of the study is 2023. CONCLUSIONS: Findings from this feasibility study will support a powered study to address the impact of home environmental exposures on asthma symptoms and develop tailored, home-based asthma interventions that are responsive to the changing home environment and home routines. TRIAL REGISTRATION: ClinicalTrials.gov NCT05224076; https://clinicaltrials.gov/ct2/show/NCT05224076. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/39887.

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BACKGROUND: Social determinants of health (SDOH) and comorbid conditions (CMCs) influence the setting of presentation for care; however, few studies have explored this relationship in the context of sinus disease. OBJECTIVE: This study aims to characterize the relationship of SDOH and CMCs with acuity of health care presentation setting in adults with sinusitis. METHODS: A retrospective analysis based on medical records (demographics, visit types, and ICD-10 codes) of 1842 adult patients presenting with sinusitis to an urban academic medical center was conducted. Chi-square analysis was used to assess bivariate associations of SDOH (age, race/ethnicity, sex, insurance type, and employment status) and CMCs (depression, body mass index [BMI], allergy, and gastroesophageal reflux disease [GERD]) with high-acuity visit types-including emergency department (ED) and inpatient visits. Multivariable binary logistic regression was performed to examine the adjusted associations between SDOH and high-acuity visits. RESULTS: The sample's mean age was 46.8 years, with 68.5% females and 31.5% males. In adjusted models, the odds of high-acuity visit presentation was higher for males than females (odds ratio [OR]: 1.57; confidence interval [CI]: 1.22-2.01); non-Hispanic Blacks (OR: 2.21; CI: 1.58-3.09) as well as Hispanics/Latinos (OR: 2.10; CI:1.43-3.08) than Whites; unemployed (OR: 1.90; CI: 1.47-2.46.) than employed. Age was positively associated with high-acuity presentation. While GERD was associated with increased odds of high-acuity presentation (OR: 2.80; CI: 1.64-4.78), BMI, allergy, and depression did not have a statistically significant association with these visit types. These associations were independent of insurance coverage, which was not statistically associated with high-acuity visits. CONCLUSION: SDOH and CMCs were associated with high-acuity healthcare presentation in adults with sinusitis. While this study highlights how SDOH affect healthcare usage patterns among people with sinusitis, further investigation is needed to identify and address the causes of these patterns.

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BACKGROUND: Since the beginning of the COVID-19 pandemic, there have been differences in the mitigation strategies implemented by governments worldwide. In addition, people's acceptance and adherence to these strategies, such as avoiding large gatherings and shelter in place, varied. The current study aims to assess the attitude and satisfaction with the procedures to tackle COVID-19 in Palestine. METHODS: This cross-sectional descriptive study was conducted in the Palestinian territories, including, Gaza Strip, West Bank, and East Jerusalem, between April 29, 2020, and June 5, 2020, using a validated online questionnaire. The questionnaire included three sections: socio-demographic characteristics, attitude towards the measures and behaviors to avoid COVID-19 infection and its consequences, and level of people satisfaction with the response of the community and local authorities to combat the COVID-19 pandemic. A convenience sampling method was used to select participants. Statistical analysis was performed using SPSS version 26. RESULTS: A total of 570 adults aged ≥18 years (56.3% males and 43.7% females) were included in the study. The mean positive attitude score (average % agree or strongly agree) was 94.22%; 95.24%, 95.18%, and 92.18% in the Gaza Strip, West Bank, and East Jerusalem, respectively. While, the mean satisfaction score was 44.26%, distributed as 47.16%, 46.1%, and 39.22% in the Gaza Strip, West Bank, and East Jerusalem, respectively. Additionally, there were statistically significant variations by most attitude and satisfaction variables across the governorates included in the study (p < 0.05). The current study demonstrated high levels of positive attitude but suboptimal level of satisfaction toward the taken procedures to tackle COVID-19 in Palestine. CONCLUSIONS: Varied implementation strategies to improve the levels of satisfaction toward the approaches to combat the COVID-19 pandemic are recommended.

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BACKGROUND: Although masks are recommended for those with asthma in the era of COVID-19, there is limited research exploring the extent of and problems related to mask use in adults with asthma. OBJECTIVE: We sought to describe in adults with asthma: (1) the extent masks are worn and attitudes and beliefs about wearing masks; (2) participant characteristics associated with problems experienced while wearing a mask, and (3) participant experiences and recommendations regarding masks. METHODS: The Mask Use in Adults with Asthma online survey was conducted with 501 adults with asthma (96.6%) primarily from the United States. A Mask Effects Scale (MES) was compiled from items addressing problems experienced wearing a mask with higher total scores indicating more problems. Open-ended questions explored factors considered when choosing a mask, problems experienced while wearing a mask, and recommendations to others with asthma. Survey data were analyzed descriptively and via multiple regression. Themes were generated from open-ended items. RESULTS: Almost all participants (98.4%) indicated wearing a mask in public, and most (67.4%) wore a mask ≤3 hours per day. Poorer asthma control and wearing a mask longer were significantly associated with higher MES scores (P ≤ .001 and .005, respectively). Participant recommendations included "Just wear it," use a comfortable, well-fitting mask, take mask breaks, and carry your inhaler. CONCLUSIONS: Wearing a mask in public was almost uniformly adhered to by participants, despite reporting problematic effects. Implementing recommendations, such as planned mask breaks, can support and enhance the experience of wearing a mask for adults with asthma.

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OBJECTIVES: Disadvantaged older adults may benefit from social support in adhering to their medications, but the multidimensional nature of social relationships makes it difficult to identify the most relevant domain. We examined associations of structural and functional support with medication adherence among a cohort of older adults with asthma. DESIGN: Cross-sectional analysis of the Asthma Beliefs and Literacy in the Elderly cohort study. SETTING: Outpatient clinics in New York, New York, and Chicago, Illinois, USA. PARTICIPANTS: English-speaking and Spanish-speaking older adults (≥60 years) with asthma. OUTCOME MEASURES: Medication adherence was measured using dose counts from inhaler and self-report. RESULTS: Among 383 participants, the mean age was 67 years, 38% identified as Hispanic, 33% identified as black, 52% reported monthly incomes ≤US$1350 and 64% demonstrated poor adherence to their asthma controller medication. Structural and functional support were weakly correlated (r=-0.15, p=0.005). In adjusted analyses, structural support was not associated with medication adherence. Participants who received infrequent functional support in managing their medications had lower odds of poor adherence according to dose counts (OR 0.51, 95% CI 0.26 to 0.98), but not when assessed via self-report (OR 0.81, 95% CI 0.44 to 1.48). CONCLUSION: The receipt of frequent functional support in managing medications was associated with poor adherence to asthma controller medications. Further research is needed to better understand the manner and context which functional support operates in relation to medication adherence among older adults.

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BACKGROUND: The availability and adequacy of tangible social support may be critical to older adults managing multiple chronic conditions, yet few studies have evaluated the perceived adequacy of needed tangible support and its relation to health outcomes. OBJECTIVE: We investigated the association between unmet, tangible social support needs, health status, and urgent healthcare use among community-dwelling older adults. DESIGN: Cross-sectional analysis. PARTICIPANTS: English-speaking older adults (n = 469) who participated in the Health Literacy and Cognitive Function cohort study. MAIN MEASURES: Perceived adequacy of tangible social support was measured using a brief, validated scale that determined (1) if an individual needed assistance managing his or her health, and (2) if yes, whether this need was met. Health status was measured using physical function, depression, and anxiety PROMIS short-form instruments. Urgent healthcare utilization (emergency department and hospitalization) was self-reported for the past 12 months. KEY RESULTS: Participants' mean age was 69 years; 73% were women and 31% were African American, and 16% identified unmet support needs. Unmet support needs were associated with worse physical (ß - 6.32; 95% CI - 8.31, - 4.34) and mental health (anxiety: ß 3.84; 95% CI 1.51, 6.17; depression: ß 2.45; 95% CI 0.32, 4.59) and greater urgent healthcare utilization (ED: OR 2.86; 95% CI 1.51, 5.41; hospitalization: OR 3.75; 95% CI 1.88, 7.50). CONCLUSIONS: Perceived unmet support needs were associated with worse health status and greater urgent healthcare use. Primary care practices might consider screening older patients for unmet tangible support needs, although appropriate responses should first be established if unmet needs are identified.

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RATIONALE: Patients on prolonged mechanical ventilation (PMV) at Long-Term Acute Care Hospital's (LTACHs) are clinically heterogeneous making it difficult to manage care and predict clinical outcomes. OBJECTIVES: Identify and describe subgroups of patients on PMV at LTACHs and examine for group differences. METHODS: Latent class analysis was completed on data obtained during medical record review at Midwestern LTACH. MAIN RESULTS: A three-class solution was identified. Class 1 contained young, obese patients with low clinical and co-morbid burden; Class 2 contained the oldest patients with low clinical burden but multiple co-morbid conditions; Class 3 contained patients with multiple clinical and co-morbid burdens. There were no differences in LTACH length of stay [F(2,246) = 2.243, p = 0.108] or number of ventilator days [F(2,246) = 0.641, p = 0.528]. Class 3 patients were less likely to wean from mechanical ventilation [χ2(2, N = 249) = 25.48, p < 0.001] and more likely to die [χ2(2, N = 249) = 23.68, p < 0.001]. CONCLUSION: Patient subgroups can be described that predict clinical outcomes. Class 3 patients are at higher risk for poor clinical outcomes when compared to patients in Class 1 or Class 2.

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