EGCN++: A New Fusion Strategy for Ensemble Learning in Skeleton-Based Rehabilitation Exercise Assessment.

Skeleton-based exercise assessment focuses on evaluating the correctness or quality of an exercise performed by a subject. Skeleton data provide two groups of features (i.e., position and orientation), which existing methods have not fully harnessed. We previously proposed an ensemble-based graph convolutional network (EGCN) that considers both position and orientation features to construct a model-based approach. Integrating these types of features achieved better performance than available methods. However, EGCN lacked a fusion strategy across the data, feature, decision, and model levels. In this paper, we present an advanced framework, EGCN++, for rehabilitation exercise assessment. Based on EGCN, a new fusion strategy called MLE-PO is proposed for EGCN++; this technique considers fusion at the data and model levels. We conduct extensive cross-validation experiments and investigate the consistency between machine and human evaluations on three datasets: UI-PRMD, KIMORE, and EHE. Results demonstrate that MLE-PO outperforms other EGCN ensemble strategies and representative baselines. Furthermore, the MLE-PO's model evaluation scores are more quantitatively consistent with clinical evaluations than other ensemble strategies.

Cost-Effectiveness of Cemiplimab Versus Standard of Care in the United States for First-Line Treatment of Advanced Non-small Cell Lung Cancer With Programmed Death-Ligand 1 Expression ≥50.

OBJECTIVES: This study aimed to evaluate the cost-effectiveness, from a US commercial payer perspective, of cemiplimab versus other first-line treatments for advanced non-small cell lung cancer with programmed death-ligand 1 expression ≥50%. METHODS: A 30-year "partitioned survival" model was constructed. Overall survival and progression-free survival were estimated by applying time-varying hazard ratios from a network meta-analysis of randomized clinical trials. Overall survival and progression-free survival were estimated from EMPOWER-Lung 1 (cemiplimab monotherapy vs chemotherapy) and KEYNOTE-024 and KEYNOTE-042 (pembrolizumab monotherapy vs chemotherapy). Drug acquisition costs were based on published 2020 US list prices. A 3% discount rate was applied to life-years, quality-adjusted life-years (QALYs), and costs. A deterministic analysis was performed on the base case; 1-way sensitivity and probabilistic sensitivity analyses assessed model and parameter uncertainties. RESULTS: Cemiplimab was associated with increased time in the "preprogression" (13.08 vs 7.90 and 6.08 months) and "postprogression" (47.30 vs 29.49 and 14.78 months) health states versus pembrolizumab and chemotherapy, respectively. Compared with pembrolizumab and chemotherapy, cemiplimab generated 1.00 (95% CI -0.266 to 2.440) and 1.78 (95% CI 0.607-3.20) incremental QALYs, respectively, with incremental cost-effectiveness ratios of $68 254 and $89 219 per QALY for cemiplimab versus pembrolizumab and cemiplimab versus chemotherapy, respectively. The probability of cemiplimab being cost-effective at a willingness-to-pay threshold of $100 000 to $150 000 per QALY was 62% to 76% versus pembrolizumab and 56% to 84% versus chemotherapy. CONCLUSIONS: Findings suggest that cemiplimab, versus pembrolizumab or versus chemotherapy, is a cost-effective first-line treatment option for advanced non-small cell lung cancer with programmed death-ligand 1 expression ≥50%.

The prevalence and management of diabetes among Vietnamese Americans: A population-based survey of an understudied ethnic group.

OBJECTIVES: Although obesity remains relatively rare among Vietnamese Americans, the prevalence of diabetes has increased in this population. This study aims to: 1. Estimate the prevalence of diabetes among non-obese Vietnamese American adults compared to non-obese non-Hispanic whites (NHW). 2. Identify factors associated with diabetes among non-obese Vietnamese Americans. 3. Examine whether Vietnamese Americans and NHW with diabetes are equally as likely to receive optimal frequency of diabetes care (i.e., hemoglobin A1C monitoring, foot care, eye care). METHODS: We conducted a secondary analysis of non-obese adult Vietnamese Americans using pooled data from the 2007, 2009, 2011 and 2013-2016 waves of the California Health Interview Survey (CHIS). RESULTS: Only 9% of Vietnamese Americans with diabetes are obese. Non-obese Vietnamese Americans have 60% higher adjusted odds of diabetes compared to non-obese NHW. Among non-obese Vietnamese Americans, those who were older, ever smokers and born outside US had a higher prevalence of diabetes. We found both Vietnamese Americans and NHW with diabetes received similar levels of care. DISCUSSION: Non-obese Vietnamese Americans have much higher odds of diabetes than NHW. Health professionals can effectively minimize disparities between Vietnamese Americans and NHW with diabetes through appropriate monitoring of foot care, eye care and A1C levels.

Examining social determinants in use of assistive technology for race/ethnic groups of older adults.

OBJECTIVE: Assistive technologies (AT) can compensate for activity limitations and loss of physical functioning. Little is known regarding how minority older adults differ in AT use as they age. This study examined race and ethnic differences in AT use among a nationally representative sample of older adults in the United States. DESIGN: Weighted logistic regression analyses were conducted using the 2012 Behavioural Risk Factor Surveillance System (BRFSS), collected annually by the Centres for Disease Control and Prevention (CDC). The study sample included 282,825 non-Hispanic White, African American, Asian and non-White Hispanic older adults. Activity limitation, health care access, overall health status and sociodemographic characteristics were included as variables in the analysis. Interaction analyses were conducted to examine the moderating effect of race/ethnicity on social determinants with AT use. RESULTS: Results indicated that 13.5% of older adults reported the use of an AT. African American older adults had the highest percentage of AT use (21.0%), and Asian older adults had the lowest (5.1%). Those who were 85 years and older, reported an activity limitation, were unmarried and in poor health were most likely to use an AT. Having health insurance was significantly associated with higher AT use for non-Hispanic Whites (OR = 1.66, p < 0.001) and non-White Hispanics (OR = 1.98, p < 0.01), but not African Americans and Asians. CONCLUSION: Health professionals can promote access and address barriers in AT use, particularly in regard to accessibility and acceptability among minority older adults.Implications for rehabilitationAfrican-Americans older adults were most likely to use ATs, and Asian older adults the leastOlder adults who were 85 years and older, reported an activity limitation, were unmarried and in poor health were most likely to use an ATDifferent social determinants to AT use were found among race/ethnic groups, highlighting the need to promote access and address barriers to health care utilization.

Diabetes Care of Non-obese Korean Americans: Considerable Room for Improvement.

BACKGROUND: Family doctors are increasingly managing the diabetes care of Korean-Americans. Little is known about the prevalence of diabetes among non-obese Korean-Americans, or the extent to which they receive timely and appropriate diabetes care. The purpose of this investigation is to: (1) identify the prevalence of diabetes and to determine the adjusted odds of diabetes among non-obese Korean-Americans compared to non-Hispanic White (NHW) Americans, (2) examine the factors associated with having diabetes in a large sample of non-obese KoreanAmericans, and (3) determine the prevalence and adjusted odds of optimal frequency of eye care, foot care and A1C blood glucose level monitoring among non-obese Korean-Americans with diabetes in comparison to NHWs with diabetes. METHODS: Secondary analysis of population-based data from the combined 2007, 2009, and 2011 adult California Health Interview Survey. The sample included 74,361 respondents with body mass index (BMI) <30 kg/m2 (referred to as 'non-obese BMI'), of whom 2,289 were Korean-Americans and 72,072 were NHWs, and 4,576 had diabetes. RESULTS: The prevalence and adjusted odds of diabetes among non-obese Korean-Americans are significantly higher than among their NHW peers. More than 90% of Korean-Americans with diabetes were non-obese. NHWs had substantially higher odds of having optimal frequency of eye care, foot care and A1C glucose level monitoring, even after adjusting for insulin dependence, sex, age, education, income, and BMI. CONCLUSION: Non-obese Korean-Americans are at higher risk for diabetes and are much less likely to receive optimal diabetes care in comparison to NHWs. Targeted outreach is necessary.

Caregiving Load and Respite Service Use: A Comparison between Older Caregivers and Younger Caregivers.

Study aims were to explore differences in predictors of respite care use between older (aged 65+) and younger caregivers (aged 18-64 years), and associations between caregiving load and respite care use using multivariate logistic regression analysis and unpaid caregiver (n= 10,500) data from the 2009 California Health Interview Survey. Caregiving load comprised number of care recipients, weekly hours in caregiving, and caregiving duration. Variables with a significant association with respite care for older caregivers were female gender, income, and health insurance. For younger caregivers, respite care use associations were with ethnicity, caregiving relationship, education, and availability of substitute help.

The cascade of HIV care in British Columbia, Canada, 1996-2011: a population-based retrospective cohort study.

BACKGROUND: The cascade of HIV care has become a focal point for implementation efforts to maximise the individual and public health benefits of antiretroviral therapy. We aimed to characterise longitudinal changes in engagement with the cascade of HIV care in British Columbia, Canada, from 1996 to 2011. METHODS: We used estimates of provincial HIV prevalence from the Public Health Agency of Canada and linked provincial population-level data to define, longitudinally, the numbers of individuals in each of the eight stages of the cascade of HIV care (HIV infected, diagnosed, linked to HIV care, retained in HIV care, highly active antiretroviral therapy (HAART) indicated, on HAART, adherent to HAART, and virologically suppressed) in British Columbia from 1996 to 2011. We used sensitivity analyses to determine the sensitivity of cascade-stage counts to variations in their definitions. FINDINGS: 13,140 people were classified as diagnosed with HIV/AIDS in British Columbia during the study period. We noted substantial improvements over time in the proportions of individuals at each stage of the cascade of care. Based on prevalence estimates, the proportion of unidentified HIV-positive individuals decreased from 49·0% (estimated range 36·2-57·5%) in 1996 to 29·0% (11·6-40·7%) in 2011, and the proportion of HIV-positive people with viral suppression reached 34·6% (29·0-43·1%) in 2011. INTERPRETATION: Careful mapping of the cascade of care is crucial to understanding what further efforts are needed to maximise the beneficial effects of available interventions and so inform efforts to contain the spread of HIV/AIDS. FUNDING: British Columbia Ministry of Health, US National Institute on Drug Abuse (National Institutes of Health).

The association of self-rated health and lifestyle behaviors among foreign-born Chinese, Korean, and Vietnamese Americans.

PURPOSE: This study employed the 2009 California Health Interview Survey to examine the association of self-rated heath status and lifestyle behavior variables such as smoking at least 100 cigarettes or more in an entire lifetime, alcohol consumption, and physical activity level among foreign-born Chinese, Korean, and Vietnamese Americans aged 18 and older. METHODS: The total study sample consisted of 3,023 foreign-born adult Chinese (n = 812), Korean (n = 857), and Vietnamese (n = 1,354) Americans. Logistic regression via Stata 12 was employed. Odds ratios (OR) along with confidence intervals (CI) were reported in the results. RESULTS: Results revealed that smoking at least 100 cigarettes or more in an entire lifetime had a negative association with good health status (OR = 0.74, 95 % CI = 0.59, 0.94), while alcohol consumption had a positive association with good health status (OR = 1.20, 95 % CI = 1.00, 1.44). Moderate physical activity (OR = 1.26, 95 % CI = 1.05, 1.50) and vigorous physical activity (OR = 1.68, 95 % CI = 1.31, 2.15) had a similar positive association with good self-rated health status. The results also revealed that the predicted probability of self-rated health status based on ethnicity and lifestyle variables was more favorable for foreign-born Chinese Americans than their Korean and Vietnamese American counterparts. CONCLUSIONS: This study's results corroborated the findings reported in previous research on the association of lifestyle behaviors and health status. Regardless of racial or ethnic backgrounds, good lifestyles have an important role in the prevention of poor health status. However, health education and lifestyle intervention programs should take cultural differences among racial and ethnic populations into consideration.

Physician's manual reporting underestimates mortality: evidence from a population-based HIV/AIDS treatment program.

BACKGROUND: In clinical and cohort research, mortality estimates are often derived from manual reports generated by physicians or electronic reports from vital event registries. We examined the rate of underreporting of deaths by manual methods as compared with electronic reports from a vital event registry. METHODS: The retrospective analyses included deaths among participants registered in an observational cohort who initiated highly-active antiretroviral therapy (HAART) between August 1, 1996 and June 30, 2006. Deaths were routinely reported manually by physicians and through annual electronic record linkages with a population-based vital event registry. Multivariate logistic regression was carried out to assess independent predictors of death reporting by manual methods. RESULTS: Of the 3,116 individuals included in the analyses, 622 (20.0%) died during follow-up. Manual reporting by physicians only identified 377 (60.6%), while electronic linkages captured 598 (96.1%) of all deaths. Multivariate analysis indicated that deaths among individuals with lower CD4 cell count, higher HIV plasma viral load, a history of injection drug use, and under the care of an HIV-experienced physicians were more likely to be reported manually. Furthermore, non-accidental deaths were more likely to be reported manually, and manual reporting of deaths increased over time. CONCLUSIONS: Relying only on manual reports to ascertain deaths significantly underestimates the total number of deaths in the population. This can generate important biases when evaluating the impact of therapeutic interventions in the populational setting.

Religious/spiritual and other adaptive coping strategies among Chinese American older immigrants.

Although recent scholarship focuses on the importance of religion to ethnic minorities and immigrants, relatively little attention has been given to how faith and spirituality help Asian immigrant elderly cope with life's challenges. This exploratory study was undertaken via in-depth interviews with 12 Chinese American older adults to further explore the meaning of suffering and faith as a coping mechanism for these challenges. Findings reveal that these respondents have developed particular adaptive strategies in managing their life challenges incorporating socio-emotional, cognitive, and instrumental aspects. Religious/spiritual coping was found to be embedded with respondents' values, faith, and cultural beliefs, and seem to be an important factor in developing effective coping strategies. Implications for the importance of culturally sensitive social work practice are discussed.

Determinants of treatment access in a population-based cohort of HIV-positive men and women living in Argentina.

OBJECTIVE: To report emerging data on the use of highly active antiretroviral therapy (HAART) in Argentina by assessing patterns of HAART access and late vs early treatment initiation in a population-based cohort of adults infected with HIV type-1. DESIGN: The Prospective Study on the Use and Monitoring of Antiretroviral Therapy (PUMA) is a study of 883 HIV-positive individuals enrolled in the Argentinean drug treatment program. Individuals were 16 years of age and older and were recruited from 10 clinics across Argentina. METHODS: Sociodemographic and clinical characteristics were examined using contingency tables (Pearson chi-square test and Fisher exact test) for categoric variables and Wilcoxon rank-sum test for continuous variables. To analyze time to initiation of HAART we used Kaplan-Meier methods and Cox regression. RESULTS: Patients who initiated HAART were more likely to be older, have an AIDS-defining illness, be an injection drug user (IDU), have a lower median CD4 cell count, have a higher median viral load, and be less likely to be men who have sex with men (MSM). In multivariate analysis, AIDS-defining illness and plasma viral load were significantly associated with time to starting therapy. Patients who received late access were more likely to be diagnosed with AIDS and have higher median plasma viral loads than those receiving early access. CONCLUSION: Our results indicate that despite free availability of treatment, monitoring, and care in Argentina, a significant proportion of men and women are accessing HAART late in the course of HIV disease. Further characterization of the HIV-positive population will allow for a more comprehensive evaluation of the impact of HAART within the Argentinean drug treatment program.

Population health effects of air quality changes due to forest fires in British Columbia in 2003: estimates from physician-visit billing data.

BACKGROUND: Major forest fires near populated areas during 2003 exacted a huge economic toll on communities in British Columbia. We designed a study to examine associations between PM2.5 and PM10 levels and physician visits in two affected communities. METHODS: Measurements of 24-hour averages of particulate matter (PM10 and PM2.5) obtained from the monitoring network of the BC Ministry of Water, Land and Air Protection were used to define weeks where forest fires resulted in increases in ambient PM. Weekly rates of physician visits for respiratory (ICD-9 codes 460-519), cardiovascular (390-459) and mental illnesses (290-319) obtained through the Medical Services Plan of BC, were compared for 2003 and aggregates of the 10 previous years. RESULTS: Both the Kelowna and Kamloops regions experienced five weeks of elevated 24-hour average PM levels, although maximum levels in Kelowna were greater. In the Kelowna region, increases in physician visits for respiratory diseases of between 46 and 78% above 10-year mean rates were observed for three weeks during the forest fire period. Similar effects were not observed in Kamloops. Effects on visits for cardiovascular diseases or mental disorders were not seen in either community. INTERPRETATION: Forest fire smoke was associated with an excess of respiratory complaints in Kelowna area residents. The lack of a similar effect in Kamloops is likely due to the population being exposed to lower levels of PM. The absence of apparent cardiovascular health effects may be due to selective effects of forest fire smoke on respiratory tract disease.

Non-consensual sex experienced by men who have sex with men: prevalence and association with mental health.

Little is known about the psychosocial factors associated with sexual assault experienced by males. Men (N=358), 19-35 years of age, recruited by community outreach, completed questionnaires. Eligibility criteria included: being HIV-negative and self-identifying as gay or bisexual. Lifetime prevalence rates of childhood sexual abuse, juvenile prostitution, and adult sexual assault were determined. The mental health of this population was explored including associations between sexual victimization and mental health disorders (alcohol abuse, suicidal ideation and attempts, mood disorders, and poor self-esteem). Almost 1 in 10 of the men had engaged in juvenile prostitution, 14% were forced into sexual activity before 14 years of age, and 14% were sexually victimized after the age of 14. Those exposed to non-consensual sex were 2.9 (95% CI: 1.8-4.7) times more likely to abuse alcohol than those free of victimization. Those who reported childhood sexual abuse were 3.3 (95% CI: 1.7-6.4) times more likely to have attempted suicide. Juvenile prostitution was associated with current depression (OR=6.4; 95% CI: 2.8-14.9). Health professionals have the responsibility to respond competently and sensitively to victims of sexual violence. To do this, many need to recognize the prevalence of male sexual trauma, to deconstruct their personal beliefs about same-sex sexual violence, and to learn to ask sensitive questions in their assessment interviews.

Socioeconomic status, access to triple therapy, and survival from HIV-disease since 1996.

BACKGROUND: In the era before highly active antiretroviral therapy (HAART), socioeconomic status was associated with survival from HIV disease. We have explored socioeconomic status, access to triple therapy (HAART), and mortality in the context of a universal healthcare system. METHODS: We evaluated 1408 individuals who initiated double or triple therapy between 1 August 1996 and 31 December 1999, and were followed until 31 March 2000. Cumulative HIV-related mortality rates were estimated using Kaplan-Meier methods and Cox proportional hazards regression. RESULTS: In the overall Cox model, we found that adherence [risk ratio (RR) 0.83; per 10% increase], CD4 cell count (RR 1.53; per 100 cell decrease), and lower socioeconomic status (RR 2.19; high versus low), were associated with HIV-related mortality. However, socioeconomic status was not significant among patients prescribed triple therapy in a stratified analysis, or in a sub-analysis restricted to patients prescribed HAART in the initial regimen. When we investigated if inequitable access to HAART by socio-economic status could explain the discrepancy, we found that persons in the lower socio-economic strata were less likely to be prescribed triple therapy even after adjustment for clinical characteristics. CONCLUSION: In a universal healthcare system, socioeconomic status was strongly associated with HIV-related mortality. When we investigated possible explanations for this association, we found that individuals of lower socioeconomic status were less likely to receive triple therapy after adjustment for clinical characteristics. Our findings highlight the need for the monitoring of therapeutic guidelines to ensure equitable access, as treatment strategies are updated.