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1.
Med Care ; 62(1): 60-66, 2024 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-37962423

RESUMO

BACKGROUND: International Classification of Diseases, 10th revision Z codes capture social needs related to health care encounters and may identify elevated risk of acute care use. OBJECTIVES: To examine associations between Z code assignment and subsequent acute care use and explore associations between social need category and acute care use. RESEARCH DESIGN: Retrospective cohort study. SUBJECTS: Adults continuously enrolled in a commercial or Medicare Advantage plan for ≥15 months (12-month baseline, 3-48 month follow-up). OUTCOMES: All-cause emergency department (ED) visits and inpatient admissions during study follow-up. RESULTS: There were 352,280 patients with any assigned Z codes and 704,560 sampled controls with no Z codes. Among patients with commercial plans, Z code assignment was associated with a 26% higher rate of ED visits [adjusted incidence rate ratio (aIRR) 1.26, 95% CI: 1.25-1.27] and 42% higher rate of inpatient admissions (aIRR 1.42, 95% CI: 1.39-1.44) during follow-up. Among patients with Medicare Advantage plans, Z code assignment was associated with 42% (aIRR 1.42, 95% CI: 1.40-1.43) and 28% (aIRR 1.28, 95% CI: 1.26-1.30) higher rates of ED visits and inpatient admissions, respectively. Within the Z code group, relative to community/social codes, socioeconomic Z codes were associated with higher rates of inpatient admissions (commercial: aIRR 1.10, 95% CI: 1.06-1.14; Medicare Advantage: aIRR 1.24, 95% CI 1.20-1.27), and environmental Z codes were associated with lower rates of both primary outcomes. CONCLUSIONS: Z code assignment was independently associated with higher subsequent emergency and inpatient utilization. Findings suggest Z codes' potential utility for risk prediction and efforts targeting avoidable utilization.


Assuntos
Pacientes Internados , Medicare Part C , Adulto , Humanos , Estados Unidos , Idoso , Estudos Retrospectivos , Classificação Internacional de Doenças , Hospitalização , Serviço Hospitalar de Emergência
2.
Ann Fam Med ; 21(Suppl 2): S68-S74, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36849484

RESUMO

PURPOSE: Integrating social care into clinical care requires substantial resources. Use of existing data through a geographic information system (GIS) has the potential to support efficient and effective integration of social care into clinical settings. We conducted a scoping literature review characterizing its use in primary care settings to identify and address social risk factors. METHODS: In December 2018, we searched 2 databases and extracted structured data for eligible articles that (1) described the use of GIS in clinical settings to identify and/or intervene on social risks, (2) were published between December 2013 and December 2018, and (3) were based in the United States. Additional studies were identified by examining references. RESULTS: Of the 5,574 articles included for review, 18 met study eligibility criteria: 14 (78%) were descriptive studies, 3 (17%) tested an intervention, and 1 (6%) was a theoretical report. All studies used GIS to identify social risks (increase awareness); 3 studies (17%) described interventions to address social risks, primarily by identifying relevant community resources and aligning clinical services to patients' needs. CONCLUSIONS: Most studies describe associations between GIS and population health outcomes; however, there is a paucity of literature regarding GIS use to identify and address social risk factors in clinical settings. GIS technology may assist health systems seeking to address population health outcomes through alignment and advocacy; its current application in clinical care delivery is infrequent and largely limited to referring patients to local community resources.


Assuntos
Apoio Social , Tecnologia , Humanos , Bases de Dados Factuais
3.
Am J Prev Med ; 63(6): 1007-1016, 2022 12.
Artigo em Inglês | MEDLINE | ID: mdl-36058759

RESUMO

INTRODUCTION: The relationships between healthcare use and social needs are not fully understood. In 2015, International Classification of Diseases, Tenth Revision coding introduced voluntary Z codes for social needs‒related healthcare encounters. This study evaluated early national patterns of Z codes in privately insured adults. METHODS: In 2021, the authors conducted a case-control analysis of national commercial health payer claims from 2016 to 2019. Among adults with ≥6 months of continuous enrollment and ≥1 medical claims, patients with any assigned Z codes were defined as cases. Controls were selected through stratified random sampling. Z codes were organized under 3 categories: socioeconomic, community/social, and environmental. RESULTS: Of 29.5 million adults, 521,334 patients (1.8%) had any assigned Z codes. Among all the Z codes, 53.5% identified community/social issues, 30.3% identified environmental issues, and 16.2% identified socioeconomic issues. Among socioeconomic Z codes, housing needs were frequently identified, but needs for food, utility bills, and transportation were very rarely identified. In multivariable regression analysis, females had higher odds of Z code assignment than males. Depression and chronic pulmonary disease were the 2 common comorbidities (≥5% prevalence in cases and controls) that were highly associated with Z code assignment. Less common comorbidities strongly associated with Z code assignment were drug abuse, alcohol abuse, psychoses, and AIDS/HIV. CONCLUSIONS: In this national study of privately insured patients, many Z codes identified healthcare encounters caused by social stressors, whereas few identified food- or transportation-related causes. Depression and chronic pulmonary disease were highly associated with Z code assignment.


Assuntos
Alcoolismo , Humanos , Adulto , Feminino , Masculino , Estudos de Casos e Controles , Alimentos , Projetos de Pesquisa , Seguro Saúde
4.
J Gen Intern Med ; 37(15): 3832-3838, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-35266127

RESUMO

BACKGROUND: Multidisciplinary transitional care services reduce readmissions for high-risk patients, but it is unclear if health system costs to offer these intensive services are offset by avoidance of higher downstream expenditures. OBJECTIVE: To evaluate net costs for a health system offering transitional care services DESIGN: One-year pragmatic, randomized trial PARTICIPANTS: Adults aged ≥ 18 without a usual source of follow-up care at the time of hospital discharge were enrolled through a high-volume, urban academic medical center in Chicago, IL, USA, from September 2015 through February 2016. INTERVENTIONS: Eligible patients were silently randomized before discharge by an automated electronic health record algorithm allocating them in a 1:3 ratio to receive routine coordination of post-discharge care (RC) versus being offered intensive, multidisciplinary transitional care (TC) services. MAIN MEASUREMENTS: Health system costs were collected from facility administrative systems and transformed to standardized costs using Medicare reference files. Multivariable generalized linear models estimated proportional differences in net costs over one year. KEY RESULTS: Study patients (489 TC; 164 RC) had a mean age of 44 years; 34% were uninsured, 55% had public insurance, and 49% self-identified as Black or Latinx. Over 90 days, cost differences between groups were not statistically significant. Over 180 days, the TC group had 41% lower ED/observation costs (adjusted cost ratio [aCR], 0.59; 95% CI, 0.36-0.97), 50% lower inpatient costs (aCR, 0.50; 95% CI, 0.27-0.95), and 41% lower total healthcare costs (aCR, 0.59; 95% CI, 0.36-0.99) than the RC group. Over 365 days, total cost differences remained of similar magnitude but no longer were statistically significant. CONCLUSIONS: Offering TC services for vulnerable adults at discharge reduced net health system expenditures over 180 days. The promising economic case for multidisciplinary transitional care interventions warrants further research. TRIAL REGISTRATION: National Clinical Trials Registry (NCT03066492).


Assuntos
Cuidado Transicional , Adulto , Humanos , Idoso , Estados Unidos , Alta do Paciente , Gastos em Saúde , Assistência ao Convalescente , Medicare
5.
Am J Manag Care ; 27(3): e72-e79, 2021 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-33720672

RESUMO

OBJECTIVES: To examine differences in health care costs associated with choice of second-line antidiabetes medication (ADM) for commercially insured adults with type 2 diabetes. STUDY DESIGN: Retrospective cohort study with multiple pretests and posttests. METHODS: Included patients initiated second-line ADM therapy between 2011 and 2015, with variable follow-up through 2017. The 6 index medication classes were sulfonylureas, dipeptidyl peptidase-4 (DPP-4) inhibitors, glucagon-like peptide-1 receptor agonists (GLP-1 RAs), basal insulin, sodium-glucose cotransporter-2 (SGLT-2) inhibitors, and thiazolidinediones (TZDs). Multivariable regression models compared between-class changes in adjusted quarterly costs after second-line ADM initiation. RESULTS: The study cohort included 34,963 adults. Most were prescribed a sulfonylurea (46.0%) or DPP-4 inhibitor (30.4%). Adjusted quarterly index medication costs were significantly higher for all patients receiving nonsulfonylurea medications, ranging from $108 (95% CI, $99-$118) for TZDs to $742 (95% CI, $720-$765) for GLP-1 RAs. Changes in quarterly total health care costs were significantly higher for all nonsulfonylurea classes. Conversely, changes in quarterly nonpharmacy medical costs were significantly lower for patients receiving DPP-4 inhibitors (-$67; 95% CI, -$92 to -$43), GLP-1 RAs (-$43; 95% CI, -$85 to -$1), and SGLT-2 inhibitors (-$46; 95% CI, -$87 to -$6); changes in all other quarterly costs besides the index medication were significantly lower for patients receiving DPP-4 inhibitors (-$60; 95% CI, -$94 to -$26) and SGLT-2 inhibitors (-$113; 95% CI, -$169 to -$57). CONCLUSIONS: The higher cost of nonsulfonylurea medications was the main driver of relative increases in total costs. Relative decreases in nonpharmacy medical costs among patients receiving newer ADM classes reflect these medications' potential value.


Assuntos
Diabetes Mellitus Tipo 2 , Inibidores da Dipeptidil Peptidase IV , Inibidores do Transportador 2 de Sódio-Glicose , Adulto , Diabetes Mellitus Tipo 2/tratamento farmacológico , Inibidores da Dipeptidil Peptidase IV/uso terapêutico , Humanos , Hipoglicemiantes/uso terapêutico , Estudos Retrospectivos
6.
BMC Med Educ ; 20(1): 18, 2020 Jan 16.
Artigo em Inglês | MEDLINE | ID: mdl-31948434

RESUMO

BACKGROUND: Up to 60% of preventable mortality is attributable to social determinants of health (SDOH), yet training on SDOH competencies is not widely implemented in residency. The objective of this study was to assess internal and family medicine residents' competence at identifying and addressing SDOH. METHODS: Residents' perceived competence at identifying, discussing, and addressing SDOH in outpatient settings was assessed using a single questionnaire administered in March 2017. In this cross-sectional analysis, bivariate associations of resident characteristics with the following outcomes were examined: identifying, discussing, and addressing patients' challenges related to SDOH through referrals. RESULTS: The survey was completed by 129 (84%) residents. Twenty residents (16%) reported an annual income of less than $50,000 during childhood. Overall, 108 residents (84%) reported previous SDOH training. Two-thirds had outpatient practices in Veterans Affairs or safety-net clinics. Thirty-nine (30%) intended to pursue a career in primary care. The following numbers of residents reported high levels of competence for performing these outcomes: identifying patients' challenges related to SDOH: 37 (29%); discussing them with patients: 18 (14%); and addressing these challenges through referrals to internal and external resources: 13 (10%) and 11 (9%), respectively. Factors associated with higher competence included older age, lower childhood household income, prior education about SDOH, primary practice site and intention to practice primary care. CONCLUSIONS: Most residents had previous SDOH training, yet only a small proportion of residents reported being highly competent at identifying or addressing SDOH. Providing opportunities for practical training may be a key component in preparing medical residents to identify and address SDOH effectively in outpatient practice.


Assuntos
Assistência Ambulatorial , Competência Clínica , Medicina de Família e Comunidade/educação , Medicina Interna/educação , Internato e Residência , Determinantes Sociais da Saúde , Adulto , Fatores Etários , Povo Asiático/estatística & dados numéricos , População Negra/estatística & dados numéricos , Escolha da Profissão , Medicina de Família e Comunidade/estatística & dados numéricos , Feminino , Hispânico ou Latino/estatística & dados numéricos , Humanos , Renda , Medicina Interna/estatística & dados numéricos , Internato e Residência/economia , Internato e Residência/estatística & dados numéricos , Masculino , Atenção Primária à Saúde/estatística & dados numéricos , Área de Atuação Profissional , Encaminhamento e Consulta/estatística & dados numéricos , Provedores de Redes de Segurança/estatística & dados numéricos , Determinantes Sociais da Saúde/estatística & dados numéricos , Serviços de Saúde para Veteranos Militares/estatística & dados numéricos , População Branca/estatística & dados numéricos
7.
J Health Care Poor Underserved ; 31(4S): 260-285, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-35061624

RESUMO

BACKGROUND: Most residency programs do not provide trainees with health equity data for their clinic patients. METHODS: Equity report cards were developed for internal and family medicine residents in a large health system. After considering which equity indictors were available, how to attribute patients to residents, and what level of granularity was feasible, equity reports were created for five ambulatory quality measures. Chi-square tests were used to test the significance of differences in quality measure satisfaction between groups. RESULTS: Attributing patients to the physician who had seen them for the greatest proportion of encounters performed best. Creating equity reports for individual resident panels was not possible due to insufficient numbers. Most measures had sufficient patients when combining all residents' patients. Inequities were identified for four of five examined measures. CONCLUSION: Creating aggregate equity reports for all primary care residents across multiple equity indicators was feasible, documenting disparities in health care quality.

8.
J Health Care Poor Underserved ; 31(4S): 306-319, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-35061626

RESUMO

INTRODUCTION: This study surveyed the use of systematic strategies to address social determinants of health in the primary care clinical training environment. METHODS: We designed a 51-item questionnaire targeting medical educators from internal medicine, pediatrics, and family practice to assess strategies to identify and mitigate social needs, the role of trainees in this process, and barriers/facilitators to systematic approaches. RESULTS: The survey was completed by 104 medical educators from 77 institutions. Of the 104 respondents, 28% were not familiar with any standardized tools used for screening for social needs, 27% use geospatial (GIS) or geographic information system (GIG) data, and 35% reported that trainees were not involved in any part of assisting. CONCLUSION: Nearly one third of medical educators lack familiarity with standardized screening tools for social needs. More than one third reported that trainees are not involved with mitigating social needs. Geospatial and GIS data are not utilized frequently.

9.
Diabetes Care ; 42(9): 1776-1783, 2019 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-31010870

RESUMO

OBJECTIVE: Lifestyle interventions slow development of type 2 diabetes by half, but the impact of health payer reimbursement for delivery of intervention programs is not well known. We evaluated net commercial health payer expenditures when offering reimbursement for access to YMCA's Diabetes Prevention Program (YDPP) in 42 states. RESEARCH DESIGN AND METHODS: We used a nonequivalent comparison group design to evaluate net health care expenditures for adults with prediabetes who attended one or more YDPP visit between 1 July 2009 and 31 May 2013 ("YDPP users"). Rolling, 1:1 nearest neighbor propensity score (PS) matching was used to identify a comparison group of nonusers. Administrative data provided measures of YDPP attendance, body weight at YDPP visits, and health care expenditures. Random effects, difference-in-difference regression was used to estimate quarterly health care expenditures before and after participants' first visit to YDPP. RESULTS: Worksite screening identified 9.7% of the target population; 39.1% of those identified (19,933 participants through June 2015) became YDPP users. Mean weight loss for YDPP users enrolled before June 2013 (n = 1,725) was 7.5 lb (3.4%); 29% achieved ≥5% weight loss. Inclusive of added costs to offer YDPP, there were no statistically significant differences in mean per-person net health care expenditures between YDPP users and PS-matched nonusers over 2 years ($0.2 lower [95% CI $56 lower to $56 higher]). Mean reimbursement to the YMCA was $212 per YDPP user, with 92.8% of all expenditures made for those who attended at a high rate (≥9 completed YDPP visits). CONCLUSIONS: Worksite screening was inefficient for identifying the population with prediabetes, but those identified achieved modest YDPP attendance and clinically meaningful weight loss. Over 2 years, added costs to offer the intervention were modest, with neutral effects on net health care costs.


Assuntos
Diabetes Mellitus Tipo 2 , Estado Pré-Diabético , Adulto , Gastos em Saúde , Humanos , Benefícios do Seguro , Seguro Saúde
10.
BMC Public Health ; 18(1): 218, 2018 02 05.
Artigo em Inglês | MEDLINE | ID: mdl-29402246

RESUMO

BACKGROUND: Understanding the social lives of South Asian immigrants in the United States (U.S) and their influence on health can inform interpersonal and community-level health interventions for this growing community. This paper describe the rationale, survey design, measurement, and network properties of 700 South Asian individuals in the Mediators of Atherosclerosis in South Asians Living in America (MASALA) social networks ancillary study. METHODS: MASALA is a community-based cohort, established in 2010, to understand risk factors for cardiovascular disease among South Asians living in the U.S. Survey data collection on personal social networks occurred between 2014 and 2017. Network measurements included size, composition, density, and organizational affiliations. Data on participants' self-rated health and social support functions and health-related discussions among network members were also collected. RESULTS: Participants' age ranged from 44 to 84 (average 59 years), and 57% were men. South Asians had large (size=5.6, SD=2.6), kin-centered (proportion kin=0.71, SD=0.28), and dense networks. Affiliation with religious and spiritual organizations was perceived as beneficial to health. Emotional closeness with network members was positively associated with participants' self-rated health (p-value <0.001), and networks with higher density and more kin were significantly associated with health-related discussions. DISCUSSION: The MASALA networks study advances research on the cultural patterning of social relationships and sources of social support in South Asians living in the U.S. Future analyses will examine how personal social networks and organizational affiliations influence South Asians' health behaviors and outcomes. TRIAL REGISTRATION: ClinicalTrials.gov identifier: NCT02268513.


Assuntos
Asiático/psicologia , Emigrantes e Imigrantes/psicologia , Afiliação Institucional/estatística & dados numéricos , Apoio Social , Adulto , Idoso , Idoso de 80 Anos ou mais , Ásia/etnologia , Asiático/estatística & dados numéricos , Aterosclerose/etnologia , Estudos de Coortes , Emigrantes e Imigrantes/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Inquéritos e Questionários , Estados Unidos
11.
Assessment ; 25(4): 513-526, 2018 06.
Artigo em Inglês | MEDLINE | ID: mdl-27056730

RESUMO

This article describes an investigation of whether Thurstonian item response modeling is a viable method for assessment of maladaptive traits. Forced-choice responses from 420 working adults to a broad-range personality inventory assessing six maladaptive traits were considered. The Thurstonian item response model's fit to the forced-choice data was adequate, while the fit of a counterpart item response model to responses to the same items but arranged in a single-stimulus design was poor. Monotrait heteromethod correlations indicated corresponding traits in the two formats overlapped substantially, although they did not measure equivalent constructs. A better goodness of fit and higher factor loadings for the Thurstonian item response model, coupled with a clearer conceptual alignment to the theoretical trait definitions, suggested that the single-stimulus item responses were influenced by biases that the independent clusters measurement model did not account for. Researchers may wish to consider forced-choice designs and appropriate item response modeling techniques such as Thurstonian item response modeling for personality questionnaire applications in industrial psychology, especially when assessing maladaptive traits. We recommend further investigation of this approach in actual selection situations and with different assessment instruments.


Assuntos
Comportamento de Escolha , Transtornos da Personalidade/diagnóstico , Transtornos da Personalidade/psicologia , Inventário de Personalidade , Psicologia Industrial/instrumentação , Austrália , Análise Fatorial , Feminino , Humanos , Masculino , Modelos Psicológicos , Nova Zelândia , Inventário de Personalidade/normas , Psicometria , África do Sul , Reino Unido , Estados Unidos
12.
West J Emerg Med ; 18(5): 811-820, 2017 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-28874932

RESUMO

INTRODUCTION: This study analyzes changes in hospital emergency department (ED) visit rates before and after the 2014 Affordable Care Act (ACA) insurance expansions in Illinois. We compare the association between population insurance status change and ED visit rate change between a 24-month (2012-2013) pre-ACA period and a 24-month post-ACA (2014-2015) period across 88 socioeconomically diverse areas of Illinois. METHODS: We used annual American Community Survey estimates for 2012-2015 to obtain insurance status changes for uninsured, private, Medicaid, and Medicare (disability) populations of 88 Illinois Public Use Micro Areas (PUMAs), areas with a mean of about 90,000 age 18-64 residents. Over 12 million ED visits to 201 non-federal Illinois hospitals were used to calculate visit rates by residents of each PUMA, using population-based mapping weights to allocate visits from zip codes to PUMAs. We then estimated n=88 correlations between population insurance-status changes and changes in ED visit rates per 1,000 residents comparing the two years before and after ACA implementation. RESULTS: The baseline PUMA uninsurance rate ranged from 6.7% to 41.1% and there was 4.6-fold variation in baseline PUMA ED visit rates. The top quartile of PUMAs had >21,000 reductions in uninsured residents; 16 PUMAs had at least a 15,000 person increase in Medicaid enrollment. Compared to 2012-2013, 2014-2015 average monthly ED visits by the uninsured dropped 42%, but increased 42% for Medicaid and 10% for the privately insured. Areas with the largest increases in Medicaid enrollment experienced the largest growth in ED use; change in Medicaid enrollment was the only significant correlate of area change in total ED visits and explained a third of variation across the 88 PUMAs. CONCLUSION: ACA implementation in Illinois accelerated existing trends towards greater use of hospital ED care. It remains to be seen whether providing better access to primary and preventive care to the formerly uninsured will reduce ED use over time, or whether ACA insurance expansion is a part of continued, long-term growth. Monitoring ED use at the local level is critical to the success of new home- and community-based care coordination initiatives.


Assuntos
Serviço Hospitalar de Emergência/estatística & dados numéricos , Patient Protection and Affordable Care Act/estatística & dados numéricos , Adolescente , Adulto , Pesquisas sobre Atenção à Saúde/estatística & dados numéricos , Pesquisas sobre Atenção à Saúde/tendências , Acessibilidade aos Serviços de Saúde/estatística & dados numéricos , Humanos , Illinois/epidemiologia , Cobertura do Seguro/estatística & dados numéricos , Seguro Saúde/estatística & dados numéricos , Pessoas sem Cobertura de Seguro de Saúde/estatística & dados numéricos , Pessoa de Meia-Idade , Patient Protection and Affordable Care Act/tendências , Características de Residência , Adulto Jovem
13.
Ann Emerg Med ; 69(2): 172-180, 2017 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-27569108

RESUMO

STUDY OBJECTIVE: We examine emergency department (ED) use and hospitalizations through the ED after Patient Protection and Affordable Care Act (ACA) health insurance expansion in Illinois, a Medicaid expansion state. METHODS: Using statewide hospital administrative data from 2011 through 2015 from 201 nonfederal Illinois hospitals for patients aged 18 to 64 years, mean monthly ED visits were compared before and after ACA implementation by disposition from the ED and primary payer. Visit data were combined with 2010 to 2014 census insurance estimates to compute payer-specific ED visit rates. Interrupted time-series analyses tested changes in ED visit rates and ED hospitalization rates by insurance type after ACA implementation. RESULTS: Average monthly ED visit volume increased by 14,080 visits (95% confidence interval [CI] 4,670 to 23,489), a 5.7% increase, after ACA implementation. Changes by payer were as follows: uninsured decreased by 24,158 (95% CI -27,037 to -21,279), Medicaid increased by 28,746 (95% CI 23,945 to 33,546), and private insurance increased by 9,966 (95% 6,241 to 13,690). The total monthly ED visit rate increased by 1.8 visits per 1,000 residents (95% CI 0.6 to 3.0). The monthly ED visit rate decreased by 8.7 visit per 1,000 uninsured residents (95% CI -11.1 to -6.3) and increased by 10.2 visit per 1,000 Medicaid beneficiaries (95% CI 4.4 to 16.1) and 1.3 visits per 1,000 privately insured residents (95% CI 0.6 to 1.9). After adjusting for baseline trends and season, these changes remained statistically significant. The total number of hospitalizations through the ED was unchanged. CONCLUSION: ED visits by adults aged 18 to 64 years in Illinois increased after ACA health insurance expansion. The increase in total ED visits was driven by an increase in visits resulting in discharge from the ED. A large post-ACA increase in Medicaid visits and a modest increase in privately insured visits outpaced a large reduction in ED visits by uninsured patients. These changes are larger than can be explained by population changes alone and are significantly different from trends in ED use before ACA implementation.


Assuntos
Serviço Hospitalar de Emergência/estatística & dados numéricos , Patient Protection and Affordable Care Act/estatística & dados numéricos , Adolescente , Adulto , Feminino , Hospitalização/estatística & dados numéricos , Humanos , Illinois , Seguro Saúde/legislação & jurisprudência , Seguro Saúde/estatística & dados numéricos , Análise de Séries Temporais Interrompida , Masculino , Medicaid/estatística & dados numéricos , Pessoa de Meia-Idade , Estados Unidos , Adulto Jovem
14.
BMC Public Health ; 15: 296, 2015 Mar 27.
Artigo em Inglês | MEDLINE | ID: mdl-25879726

RESUMO

BACKGROUND: Web-based interventions for physical activity offer several advantages over face-to-face, print-and telephone-based interventions and are scalable and potentially cost-effective. Recent reviews of web-based interventions in adults show that they have positive but small effects on physical activity but identify a number of limitations including a reliance on self-report measures of outcome. This trial used an objective measure of physical activity to assess the effectiveness of three minimal contact interventions: 1) A multi-component web-based intervention incorporating objective monitoring and graphical feedback of physical activity; 2) A version of the first intervention that consisted only of objective monitoring plus web-based graphical feedback; and 3) Self-monitoring of physical activity using a paper diary. METHODS/DESIGN: Get Moving is an individually randomised controlled trial with allocation of 488 participants to one of three interventions or to a no-intervention control group. Participants are physically inactive working adults aged 18-65 years. They attended a baseline assessment session at which anthropometric, biological and questionnaire measures were taken and they completed a treadmill exercise test. They then wore a combined movement and heart rate monitor for six days and nights before being randomised to one of the four trial arms. The baseline measures were repeated at the follow-up assessment which took place approximately 12 weeks post-randomisation, conducted by staff blind to group allocation. Participants wore the movement and heart rate monitor for six days and nights before this. The co-primary outcomes are: physical activity energy expenditure measured using individually calibrated combined heart-rate and movement data; and cardiorespiratory fitness measured using a sub-maximal treadmill exercise test. DISCUSSION: Strengths of the trial include the use of an objective measure of physical activity, a measure of cardiorespiratory fitness, relatively large sample size and the use of robust methods of randomisation, allocation concealment and blinding to outcome assessment. Get Moving will contribute to the evidence base on minimal contact interventions for increasing physical activity. The interventions could be implemented in other settings such as primary care. TRIAL REGISTRATION: ISRCTN31844443. Registered 18 June 2010.


Assuntos
Exercício Físico , Promoção da Saúde/métodos , Aptidão Física , Avaliação de Programas e Projetos de Saúde , Trabalho , Adolescente , Adulto , Idoso , Análise de Variância , Metabolismo Energético , Feminino , Seguimentos , Humanos , Internet , Masculino , Pessoa de Meia-Idade , Inquéritos e Questionários , Resultado do Tratamento , Adulto Jovem
15.
J Am Med Inform Assoc ; 20(e1): e118-24, 2013 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-23538722

RESUMO

OBJECTIVE: Incorporating accurate life expectancy predictions into clinical decision making could improve quality and decrease costs, but few providers do this. We sought to use predictive data mining and high dimensional analytics of electronic health record (EHR) data to develop a highly accurate and clinically actionable 5 year life expectancy index. MATERIALS AND METHODS: We developed the index using EHR data for 7463 patients ≥50 years old with ≥1 visit(s) in 2003 to a large, academic, multispecialty group practice. We extracted 980 attributes from the EHRs of the practices and affiliated hospitals. Correlation feature selection with greedy stepwise search was used to find the attribute subset with best average merit. Rotation forest ensembling with alternating decision tree as underlying classifier was used to predict 5 year mortality. Model performance was compared with the modified Charlson Comorbidity Index and the Walter life expectancy method. RESULTS: Within 5 years of the last visit in 2003, 838 (11%) patients had died. The final model included 24 attributes: two demographic (age, sex), 10 comorbidity (eg, cardiovascular disease), one vital sign (mean diastolic blood pressure), two medications (loop diuretic use, digoxin use), six laboratory (eg, mean albumin), and three healthcare utilization (eg, the number of hospitalizations 1 year prior to the last visit in 2003). The index showed very good discrimination (c-statistic 0.86) and outperformed comparators. CONCLUSIONS: The EHR based index successfully distinguished adults ≥50 years old with life expectancy >5 years from those with life expectancy ≤5 years. This information could be used clinically to optimize preventive service use (eg, cancer screening in the elderly).


Assuntos
Mineração de Dados , Registros Eletrônicos de Saúde , Expectativa de Vida , Idoso , Comorbidade , Atenção à Saúde/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Fatores Socioeconômicos , Estatística como Assunto , Sinais Vitais
16.
Pharmacoepidemiol Drug Saf ; 17(5): 445-54, 2008 May.
Artigo em Inglês | MEDLINE | ID: mdl-18383441

RESUMO

PURPOSE: Following the adoption of the ICH E2E guideline, risk management plans (RMP) defining the cumulative safety experience and identifying limitations in safety information are now required for marketing authorisation applications (MAA). A collaborative research project was conducted to gain experience with tools for presenting and evaluating data in the safety specification. This paper presents those tools found to be useful and the lessons learned from their use. METHODS: Archive data from a successful MAA were utilised. Methods were assessed for demonstrating the extent of clinical safety experience, evaluating the sensitivity of the clinical trial data to detect treatment differences and identifying safety signals from adverse event and laboratory data to define the extent of safety knowledge with the drug. RESULTS: The extent of clinical safety experience was demonstrated by plots of patient exposure over time. Adverse event data were presented using dot plots, which display the percentages of patients with the events of interest, the odds ratio, and 95% confidence interval. Power and confidence interval plots were utilised for evaluating the sensitivity of the clinical database to detect treatment differences. Box and whisker plots were used to display laboratory data. CONCLUSIONS: This project enabled us to identify new evidence-based methods for presenting and evaluating clinical safety data. These methods represent an advance in the way safety data from clinical trials can be analysed and presented. This project emphasises the importance of early and comprehensive planning of the safety package, including evaluation of the use of epidemiology data.


Assuntos
Sistemas de Notificação de Reações Adversas a Medicamentos/organização & administração , Ensaios Clínicos Controlados como Assunto/métodos , Marketing/métodos , Gestão de Riscos/métodos , Intervalos de Confiança , Comportamento Cooperativo , Interpretação Estatística de Dados , União Europeia , Medicina Baseada em Evidências , Guias como Assunto , Humanos , Marketing/legislação & jurisprudência , Razão de Chances , Projetos Piloto , Fatores de Tempo
17.
Diabetes Care ; 30(10): 2559-63, 2007 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-17644621

RESUMO

OBJECTIVE: We sought to determine whether risk of death differed by demographic or other characteristics in a population-based cohort of patients with childhood-onset diabetes. RESEARCH DESIGN AND METHODS: The Chicago Childhood Diabetes Registry is an ethnically diverse cohort of patients with diabetes onset between ages 0 and 17 years. Cases that accumulated from 1 January 1985 to 31 December 2000 (n = 1,238) were assessed for vital status using death certificates, family reports, and two large administrative databases (Social Security Death Index and National Death Index). Mortality was compared between subgroups using Poisson and Cox proportional hazards regression. RESULTS: Thirty subjects died, with a mean follow-up time of 7.75 years, yielding a crude case fatality rate of 2.4%. Six subjects died of diabetic ketoacidosis (DKA) at initial presentation. Onset age was the predominant risk factor, driven by a substantially higher fatality rate among those diagnosed at age 17 years (13.36/1,000 person-years) than among other ages and by moderately higher rates for those diagnosed in early adolescence (ages 10-13 years) (3.49/1,000 person-years), compared with children diagnosed before age 10 years (0.89/1,000 person-years) or at ages 14-16 years (0.81/1,000 person-years). Mortality did not differ significantly by other factors examined; data for whites were insufficient to allow comparisons with that group. In addition to diabetes, frequent causes of death were trauma, infectious disease, and cardiovascular disease. CONCLUSIONS: This study provides short- to medium-term follow-up in a diverse cohort of patients. DKA remains a significant cause of death in young people with diabetes. Young people diagnosed at the threshold of adulthood are at increased risk for mortality.


Assuntos
Diabetes Mellitus Tipo 1/mortalidade , Adolescente , Idade de Início , Chicago/epidemiologia , Criança , Estudos de Coortes , Etnicidade , Feminino , Humanos , Masculino , Sistema de Registros , Fatores de Risco , Análise de Sobrevida
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