66 research outputs found

    Exploiting non‐systematic covariate monitoring to broaden the scope of evidence about the causal effects of adaptive treatment strategies

    Get PDF
    In studies based on electronic health records (EHR), the frequency of covariate monitoring can vary by covariate type, across patients, and over time, which can limit the generalizability of inferences about the effects of adaptive treatment strategies. In addition, monitoring is a health intervention in itself with costs and benefits, and stakeholders may be interested in the effect of monitoring when adopting adaptive treatment strategies. This paper demonstrates how to exploit non‐systematic covariate monitoring in EHR‐based studies to both improve the generalizability of causal inferences and to evaluate the health impact of monitoring when evaluating adaptive treatment strategies. Using a real world, EHR‐based, comparative effectiveness research (CER) study of patients with type II diabetes mellitus, we illustrate how the evaluation of joint dynamic treatment and static monitoring interventions can improve CER evidence and describe two alternate estimation approaches based on inverse probability weighting (IPW). First, we demonstrate the poor performance of the standard estimator of the effects of joint treatment‐monitoring interventions, due to a large decrease in data support and concerns over finite‐sample bias from near‐violations of the positivity assumption (PA) for the monitoring process. Second, we detail an alternate IPW estimator using a no direct effect (NDE) assumption. We demonstrate that this estimator can improve efficiency but at the potential cost of increase in bias from violations of the PA for the treatment process

    Fundamentos e aplicaçÔes da metodologia de ensaios não destrutivos com células bacterianas

    Get PDF
    Os Ensaios NĂŁo Destrutivos (END) sĂŁo determinantes para a fiabilidade de materiais cuja integridade Ă© de extrema importĂąncia. A tĂ©cnica de Ensaios NĂŁo Destrutivos com cĂ©lulas bacterianas (CB) tem demonstrado viabilidade para deteção de defeitos superficiais, com espessuras e profundidades inferiores a 5 ÎŒm em vĂĄrios materiais de engenharia. O conhecimento adquirido sobre esta tĂ©cnica jĂĄ Ă© significativo mas alguns aspetos necessitam de mais desenvolvimentos, como a interação bactĂ©ria-defeito e a viabilidade da tĂ©cnica para condiçÔes de superfĂ­cie diferentes das jĂĄ ensaiadas. O objetivo deste trabalho Ă© alargar a tĂ©cnica a uma maior gama de materiais de engenharia com condiçÔes de superfĂ­cie diferentes, assim como, desenvolver o conhecimento sobre a interação bactĂ©ria-defeito. A bactĂ©ria Rhodococcus erythropolis foi usada na inspeção de vĂĄrios materiais como AlumĂ­nio Liga 1100, Estanho, Ouro, Prata, INCONEL 9095, Aço revestido com Nickel, Cobre revestido com Ouro, AlumĂ­nio revestido com Cobre, PolĂ­mero com nano tubos de carbono, entre outros, e com condiçÔes de superfĂ­cie diferentes como superfĂ­cies anodizadas e revestidas. Foram tambĂ©m caracterizados os campos magnĂ©ticos de dois equipamentos desenvolvidos para esta tĂ©cnica de Ensaios NĂŁo Destrutivos. Os resultados experimentais mostraram que a utilização de campos magnĂ©ticos contribui positivamente para a deteção de defeitos e que provetes com revestimentos superficiais diferentes revelam resultados diferentes apesar de terem o mesmo material base

    Evidence Needed Before Action

    No full text

    Coronavirus disease 2019 and clinical research in U.S. nursing homes

    No full text
    The ongoing coronavirus disease 2019 (COVID-19) pandemic has revealed the extreme vulnerability of residents of our nation\u27s more than 15,000 nursing homes. Fewer than 1% of America\u27s population reside in nursing homes, but as reported by the COVID-19 Tracking Project, “this tiny fraction of the country accounts for 35% of U.S. COVID-19 deaths.” Moreover, COVID-19 has disproportionately affected nursing homes with a higher proportion of Black and Hispanic residents. Despite these sobering statistics, the U.S. clinical research enterprise has largely ignored the nursing home population in conducting clinical research on COVID-19. Of the 1.3 million residents of U.S. nursing homes, only a few hundred have participated in randomized controlled trials relating to COVID-19. And while nursing home residents were prioritized for vaccination in the initial COVID-19 allocation phase in the United States, this population was effectively excluded from the pivotal clinical trials of vaccines assessing efficacy and safety. The dire need for scientific evidence to address the escalating crisis in nursing homes became apparent nearly immediately following the onset of the pandemic. Infection prevention and control strategies, therapeutics, vaccine safety and efficacy, and vaccine rollout efforts all would have benefited from rigorous research-based approaches. However, such efforts were impossible not only due to the chaos and lockdowns of nursing homes that occurred with the rapid spread of the virus, but because of circumstances in nursing homes that have existed for decades. In this Commentary, we describe issues that have challenged the conduct of clinical research in nursing homes before and during the pandemic, and which will continue to challenge such efforts into the future

    Medicaid Expansion and the Affordable Care Act: Data From the First Year of Enrollment at Kaiser Permanente Northern California

    No full text
    Background/Aims: The Affordable Care and Patient Protection Act (ACA) aims to reduce rates of un-insurance partly through expansion of Medicaid eligibility and the establishment of insurance exchanges with income-based subsidies. While prior studies used historical enrollment data to predict the characteristics and utilization patterns of newly eligible Medicaid recipients, few studies to date have actively analyzed these new enrollees. By providing Medi-Cal coverage and commercial insurance, Kaiser Permanente provides a unique perspective when analyzing these programs. As part of a larger ongoing study, we aim to provide early data on the characteristics and preliminary utilization patterns of new Medi-Cal enrollees after the roll-out of insurance expansion under the ACA. Methods: This is a descriptive study including two distinct cohorts of adult (18–64) Kaiser Permanente Northern California (KPNC) members who were newly enrolled in KPNC Medicaid in 2013 and 2014, defined as no KPNC enrollment in the prior 12 months. Results: Between 1/2014 and 6/2014, 9,795 adults enrolled in Medi-Cal while 5,322 enrolled in 2013. Compared to enrollees in 2013, Medi-Cal enrollees in 2014 were older (44% aged 41–64 vs. 29.2%). New enrollees were predominantly female (58.7% female vs. 41.3% male), but less so than in 2013 (62.2% female vs. 37.8% male). 2014 enrollees were proportionally less likely to be white (29.0% vs. 30.0%), black (15.3% vs. 24.5%) or Hispanic (17.0% vs. 27.8%), and proportionally more likely to be Asian (10.2% vs 9.7%). However, a larger percentage was classified as “unknown” (26.8% vs 6.2%). Preliminary rates of utilization (per member per month) were similar, except for outpatient visits where the mean for the post-ACA cohort was 0.98 (1.59) relative to 0.74 (0.94) for the pre-ACA cohort. Discussion: Consistent with expectations, newly enrolled Medi-Cal beneficiaries post-ACA were older and less predominantly female. However, there also was a decrease in race/ethnicity ascertainment in the post-ACA cohort. Additional analysis will explore differences in utilization once a full year of data for the 2014 cohort has been collected. When combined with data on medical comorbidities of this population, this study will help further understand the needs of the newly insured post-Medicaid expansion

    The population-level impacts of a national health insurance program and franchise midwife clinics on achievement of prenatal and delivery care standards in the Philippines

    No full text
    Objectives Adequate prenatal and delivery care are vital components of successful maternal health care provision. Starting in 1998, two programs were widely expanded in the Philippines: a national health insurance program (PhilHealth); and a donor-funded franchise of midwife clinics (Well Family Midwife Clinics). This paper examines population-level impacts of these interventions on achievement of minimum standards for prenatal and delivery care.Methods Data from two waves of the Demographic and Health Surveys, conducted before (1998) and after (2003) scale-up of the interventions, are employed in a pre/post-study design, using longitudinal multivariate logistic and linear regression models.Results After controlling for demographic and socioeconomic characteristics, the PhilHealth insurance program scale-up was associated with increased odds of receiving at least four prenatal visits (OR 1.04 [95% CI 1.01-1.06]) and receiving a visit during the first trimester of pregnancy (OR 1.03 [95% CI 1.01-1.06]). Exposure to midwife clinics was not associated with significant changes in achievement of prenatal care standards. While both programs were associated with slight increases in the odds of delivery in a health facility, these increases were not statistically significant.Conclusions These results suggest that expansion of an insurance program with accreditation standards was associated with increases in achievement of minimal standards for prenatal care among women in the Philippines.Maternal health Prenatal and delivery care National health insurance program Social franchising Philippines
    • 

    corecore