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1.
JAMA Netw Open ; 7(4): e247021, 2024 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-38630479

RESUMEN

This cohort study compares measures of referral vs receipt in evaluating social resource platform outcomes among patients with health-related social needs.


Asunto(s)
Pacientes , Servicio Social , Humanos , Derivación y Consulta
3.
Am J Manag Care ; 30(3): e78-e84, 2024 Mar 01.
Artículo en Inglés | MEDLINE | ID: mdl-38457826

RESUMEN

OBJECTIVE: A team-based disease management approach that considers comorbid conditions, social drivers of health, and clinical guidelines improves diabetes care but can be costly and complex. Developing innovative models of care is crucial to improving diabetes outcomes. The objective of this analysis was to evaluate the efficacy of virtual interdisciplinary diabetes rounds in improving glycemic control. STUDY DESIGN: Retrospective cohort study using observational data from July 2018 to December 2021. METHODS: This study employed difference-in-differences analysis to compare change in hemoglobin A1c (HbA1c) in a group of patients whose providers received advice as part of virtual interdisciplinary rounds and a group of patients whose providers did not receive rounds advice. Patients with diabetes were identified for rounding (1) based on attribution to an accountable care organization along with an upcoming primary care appointment and an HbA1c between 8% and 9% or (2) via provider referral. RESULTS: The rounded group consisted of 481 patients and the comparison group included 1806 patients. There was a 0.3-point reduction in HbA1c (95% CI, 0.1-0.4) associated with rounds overall. In a subanalysis comparing provider adoption of recommendations among those rounded, provider adoption was associated with an HbA1c reduction of 0.5 points (95% CI, 0.1-0.9) at 6 months post rounds, although there was no significant difference in the full year post rounds. CONCLUSIONS: Interdisciplinary rounds can be an effective approach to proactively provide diabetes-focused recommendations. This modality allows for efficient, low-cost, and timely access to an endocrinologist and team to support primary care providers in diabetes management.


Asunto(s)
Diabetes Mellitus Tipo 2 , Control Glucémico , Humanos , Hemoglobina Glucada , Estudios Retrospectivos , Diabetes Mellitus Tipo 2/terapia , Endocrinólogos
4.
Int J Integr Care ; 24(1): 10, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38370570

RESUMEN

Introduction: Although unmet social needs can impact health outcomes, health systems often lack the capacity to fully address these needs. Our study describes a model that organized student volunteers as a community-based organisation (CBO) to serve as a social referral hub on a coordinated social care platform, NCCARE360. Description: Patients at two endocrinology clinics were systematically screened for social needs. Patients who screened positive and agreed to receive help were referred via NCCARE360 to student 'Help Desk' volunteers, who organised as a CBO. Trained student volunteers called patients to place referrals to resources and document them on the platform. The platform includes documentation at several levels, acting as a shared information source between healthcare providers, volunteer student patient navigators, and community resources. Navigators followed up with patients to problem-solve barriers and track referral outcomes on the platform, visible to all parties working with the patient. Discussion: Of the 44 patients who screened positive for social needs and were given referrals by Help Desk, 41 (93%) were reached for follow-up. Thirty-six patients (82%) connected to at least one resource. These results speak to the feasibility and utility of organising undergraduate student volunteers into a social referral hub to connect patients to resources on a coordinated care platform. Conclusion: Organising students as a CBO on a centralized social care platform can help bridge a critical gap between healthcare and social services, addressing health system capacity and ultimately improving patients' connections with resources.

5.
J Am Coll Emerg Physicians Open ; 4(6): e13080, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-38089117

RESUMEN

Background: People arriving at the emergency department (ED) often have unmet health-related social needs (HRSN). We implemented an intervention that used undergraduate student volunteers to screen patients in the ED waiting room (WR) for unmet social drivers of health and subsequently referred patients to community resources. Methods: This cross-sectional quality improvement study included patients who were approached to complete a HRSN screening questionnaire, subsequently referred to community resources, and followed up by phone from October 2021 to October 2022 in an ED WR of an academic medical center. Primary measures were the proportions of patients who had unmet HRSN and the proportions enrolled in a statewide database of social care resources-NCCARE360. Patient demographics and geospatial distribution were also assessed to better understand the population served. Results: Our intervention reached 3297 unique patients, with 398 patients (12%) agreeing to complete screening. Of those screened, 93% were positive for at least one social need and 95% of the aforementioned were interested in receiving assistance. A total of 60% of those who screened positive were enrolled into NCCARE360. Persons identifying as female or non-Hispanic Black were disproportionately represented at a higher rate among those who screened positive for at least one social need, with food and housing insecurity emerging as the most common referral categories. Conclusion: Our results demonstrate patients' willingness to be screened in the ED WR and a high identification of HRSN. Our findings show that idle time in the ED WR can be used to identify patients with unmet HRSN and refer them to resources.

7.
Comput Inform Nurs ; 40(8): 538-546, 2022 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-35234708

RESUMEN

Increased treatment complexity in patients with diabetes contributes to medication nonadherence. Patient portals that are accessible through electronic health records may offer improved patient-provider communication and better medication management in patients with diabetes and uncontrolled hypertension. We conducted a prospective, mixed-methods evaluation of the Duke PillBox application, a SMART-on-FHIR medication management application integrated into the electronic health record patient portal. Adults with active portal status, diabetes, and uncontrolled hypertension participated in a usability/feasibility survey and communicated with a pharmacist via the portal-based application who conducted medication reconciliation and discussed medication indications, side effects, and barriers to use with patients. Of the eligible patients (n = 285), 29 (10%) were interested, and 12 (8%) participated. Challenges to usability were due to the electronic health record-portal communication interface (91%), browser access and compatibility (55%), and persistent lists of unused medications in the electronic health record (27%). The findings of this study suggest that electronic health record-integrated medication applications are desirable as indicated in patient interactions at the outset and conclusion of the study. Persistent challenges included electronic health record integration, interoperability, user interface, and browser connectivity for both patients and providers.


Asunto(s)
Diabetes Mellitus , Hipertensión , Adulto , Comunicación , Diabetes Mellitus/tratamiento farmacológico , Registros Electrónicos de Salud , Estudios de Factibilidad , Humanos , Administración del Tratamiento Farmacológico , Estudios Prospectivos
8.
J Am Pharm Assoc (2003) ; 62(4): 1384-1388.e1, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35151583

RESUMEN

BACKGROUND: Hypoglycemia is a major limiting factor in the glycemic management of diabetes. As a method of treating hypoglycemia, the American Diabetes Association recommends glucagon to be prescribed for all individuals at increased risk of clinically impactful hypoglycemia. Glucagon Emergency Kits have been shown to reduce emergency department visits and overall health care costs. Despite these known benefits, glucagon continues to be underprescribed. Previous pharmacist-led interventions embedded in a single clinic have been shown to positively affect the rate of glucagon prescribing in patients with diabetes. OBJECTIVE: This study aimed to compare the rate of glucagon prescribing between quality improvement remote pharmacist outreach to multiple primary care and endocrinology specialty clinics and the control group in 1 month following a pharmacist-led provider outreach. METHODS: This was a single-center, 2-arm study with a simple randomization design. RESULTS: On pharmacist outreach, 61 of 109 patients (56.0%) in the outreach group were prescribed a glucagon product within 1 month of their primary care provider (PCP) or endocrinology appointment compared with 1 of 113 (0.9%) of patients in the control group (P < 0.001). Glucagon prescribing occurred in 25 of 35 Black patients (71.4%) compared with 36 of 73 white patients (49.3%) in the outreach group. Glucagon prescribing was associated with race (P = 0.03; chi-square test). CONCLUSIONS: The pharmacist-led provider outreach before a PCP or endocrinology appointment has a positive and statistically significant impact on glucagon prescribing rates. The pharmacist outreach had a higher impact on Black patients than white patients, possibly because of a lower rate of glucagon prescribing in Black patients before the outreach.


Asunto(s)
Diabetes Mellitus , Glucagón , Hipoglucemia , Instituciones de Atención Ambulatoria , Diabetes Mellitus/tratamiento farmacológico , Glucagón/administración & dosificación , Glucagón/uso terapéutico , Humanos , Hipoglucemia/tratamiento farmacológico , Farmacéuticos
9.
J Addict Med ; 16(4): 447-453, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-34775441

RESUMEN

OBJECTIVES: Low-threshold buprenorphine treatment aims to reduce barriers to evidence-based opioid use disorder treatment. We aimed to describe the treatment philosophy, practices, and outcomes of a low-threshold syringe services program (SSP)-based buprenorphine program developed through an SSP-academic medical center partnership. METHODS: We included all SSP participants who received 1 or more buprenorphine prescription from Feb 5, 2019 to October 9, 2020. We collected data on patient characteristics, substance use, buprenorphine prescriptions, and urine drug tests (UDTs). We evaluated buprenorphine treatment retention using prescription data and buprenorphine adherence using UDTs. We used 2 retention definitions: (1) percentage of patients with buprenorphine prescriptions at 30, 90, and 180 days; and (2) total percentage of days "covered" with buprenorphine prescriptions through 180 days. RESULTS: One-hundred and eighteen patients received 1 or more buprenorphine prescriptions. Patients were largely middle-aged (mean age 44, standard deviation 11), male (68%), Hispanic (31%) or Non-Hispanic Black (32%), with heroin (90%) and crack/cocaine (62%) use, and injection drug use (59%). Retention was 62%, 43%, and 31% at 30, 90, and 180 days, respectively. The median percentage of days covered with buprenorphine prescriptions through 180 days was 43% (interquartile range 8%-92%). Of the 82 patients who completed 2 or more UDTs, the median percentage of buprenorphine-positive UDTs was 71% (interquartile range 40%-100%). CONCLUSIONS: In an SSP-based low-threshold buprenorphine treatment program, approximately one-third of patients continued buprenorphine treatment for 180 days or more, and buprenorphine adherence was high. SSPs can be a pathway to buprenorphine treatment for patients at high risk for opioid-related harms.


Asunto(s)
Buprenorfina , Trastornos Relacionados con Opioides , Adulto , Analgésicos Opioides/uso terapéutico , Buprenorfina/uso terapéutico , Humanos , Masculino , Persona de Mediana Edad , Tratamiento de Sustitución de Opiáceos , Trastornos Relacionados con Opioides/tratamiento farmacológico , Desarrollo de Programa , Jeringas
10.
J Med Internet Res ; 23(1): e17537, 2021 01 20.
Artículo en Inglés | MEDLINE | ID: mdl-33470947

RESUMEN

BACKGROUND: Type 2 diabetes affects 30 million Americans, representing a significant cause of morbidity and mortality. Self-management support is an important component of chronic illness care and is a key pillar of the chronic care model. Face-to-face teaching and patient education materials suffer from being static or incompatible with mobile lifestyles. Digital apps provide a self-management support alternative that is convenient and scalable. OBJECTIVE: This pilot study tested the real-world deployment of a self-guided mobile app for diabetes education (Time2Focus app; MicroMass Communications Inc, Cary, NC), which utilizes evidence-based content and gamification to deliver an interactive learning experience. METHODS: Primary care providers were approached for permission to invite their patients to participate. Eligible patients were 18 to 89 years of age, had a diagnosis of type 2 diabetes, hemoglobin A1c (HbA1c) ≥8% and <12% in the past 3 months, an active online patient portal account (tied to the electronic health record), and access to an iOS or Android smartphone. Interested patients were emailed a baseline survey, and once this was completed, were sent instructions for downloading the Time2Focus app. After completing all 12 levels, participants were sent a follow-up survey. The primary outcome was the change in HbA1c. Secondary outcomes included medication adherence, self-care activities, self-reporting of physical activities, diabetes self-efficacy, illness perceptions, diabetes distress scale, and users' engagement with and rating of the app. RESULTS: Of 1355 potentially eligible patients screened, 201 were consented. Of these 201 patients, 101 (50.2%) did not download the app. Of the 100 participants (49.8%) who downloaded the app, 16 (16.0%) completed 0 levels, 26 (26.0%) completed 1 to 4 levels, 10 (10.0%) completed 5 to 11 levels, and 48 (48.0%) completed all 12 levels of the app and the follow-up survey. Those completing one or more levels had a mean pre/post-HbA1c change of -0.41% (compared to -0.32% among those who completed zero levels); however, the unadjusted two-tailed t test indicated no significant difference between the two groups (P=.73). Diabetes self-efficacy showed a large and significant increase during app usage for completers (mean change 1.28, P<.001, d=.83). Severity of illness perceptions showed a small but significant decrease during app usage for completers (mean change -0.51, P=.004, d=.43). Diabetes distress showed a small but significant decrease during app usage for completers (mean change -0.45, P=.006, d=.41). The net promoter score was 62.5, indicating that those who completed all levels of the app rated it highly and would recommend it to others. CONCLUSIONS: Participants who engaged in all 12 levels of the Time2Focus mobile app showed an improvement in diabetes self-efficacy and a decrease in severity of illness perceptions. The decrease in HbA1c observed in app users relative to nonusers during this limited pilot study was not statistically significant. However, uptake and application of lessons learned from self-management support may be delayed. Further research is needed to address how to increase engagement through self-management support and to investigate if follow up over a longer period demonstrates a significant change in outcomes such as HbA1c.


Asunto(s)
Disfunción Cognitiva/terapia , Diabetes Mellitus Tipo 2/terapia , Aplicaciones Móviles/tendencias , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Diabetes Mellitus Tipo 2/psicología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Proyectos Piloto , Teléfono Inteligente , Encuestas y Cuestionarios , Adulto Joven
11.
Neurol Clin Pract ; 10(1): 47-57, 2020 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-32190420

RESUMEN

OBJECTIVE: To quantify health care resource utilization and risk of complications in painful diabetic peripheral neuropathy (pDPN). METHODS: Adult patients diagnosed with diabetes mellitus or diabetic peripheral neuropathy (DPN) were identified in MarketScan from January 2010 to December 2015. Subgroups (pDPN and nonpainful DPN) were based on the use of pain medications 6 months before a new indexed diagnosis and 1 year thereafter. Health care costs were collected for up to 5 years, and complications charted for those with at least 1 and 2 years of follow-up. Complication comparisons were made using χ2 or Fisher exact tests, and a multivariable regression cost model was fit with log link function using generalized estimating equations. RESULTS: Among 360,559 patients with diabetes (62 ± 14 years; 54.3% female), 84,069 (23.3%) developed pDPN, 17,267 (4.8%) experienced nonpainful DPN, and the majority (259,223, 71.9%) were controls with diabetes without neuropathy. At baseline, costs associated with pDPN patients were 20% higher than diabetic controls (95% confidence interval [CI] [1.19, 1.21], p < 0.001), which increased to 31% in the 5th year (95% CI [1.27, 1.34], p < 0.001). Patients with pDPN had 200%, 356%, and 224% of the odds of using opioids, anticonvulsants, and antidepressants, respectively, compared with diabetic controls. The amputation risk in the pDPN subgroup was 16.24 times that of diabetic controls (95% CI [2.15, 122.72], p = 0.0003), and 87% more patients with pDPN experienced lower extremity infections (95% CI [1.43, 2.46], p < 0.0001) within a year. Within 2 years, 2.2% of patients with pDPN had falls and fall-related injuries compared with 1.1% of diabetic controls (p < 0.0001). CONCLUSIONS: Our study characterizes a substantial pDPN cohort in the United States, demonstrating considerable morbidity and economic costs.

12.
N C Med J ; 80(5): 261-268, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-31471505

RESUMEN

BACKGROUND Successful diabetes care requires patient engagement and health self-management. Diabetes shared medical appointments (SMAs) are an evidence-based approach that enables peer support, diabetes group education, and medication management to improve outcomes. The purpose of this study is to learn how diabetes SMAs are being delivered in North Carolina, including the characteristics of diabetes SMAs across the state.METHOD Twelve health systems in the state of North Carolina were contacted to explore clinical workflow and intervention characteristics with a member of the SMA care delivery team. Surveys were used to assess intervention characteristics and delivery.RESULTS Diabetes SMAs were offered in 10 clinics in 5 of the 12 health systems contacted with considerable heterogeneity across sites. The majority of SMAs were open cohorts (80%), offered monthly (60%) for 1.5 hours (60%). SMAs included a mean of 7.5 ± 3.4 patients with a maximum of 11.2 ± 2.7 patients. Survey data revealed barriers (cost-sharing and provider buy-in) to, and facilitators (leadership support and clinical champions) of, clinical adoption and sustained implementation.LIMITATIONS External validity is limited due to the small sample size and geographic clustering.CONCLUSION There is significant heterogeneity in the delivery and characteristics of diabetes SMAs in North Carolina with only modest uptake across the health systems. Further research to determine best practices and effectiveness in diverse, real-world clinical settings is required to inform implementation and dissemination efforts.


Asunto(s)
Citas y Horarios , Diabetes Mellitus/terapia , Encuestas de Atención de la Salud , Humanos , North Carolina
13.
J Am Med Inform Assoc ; 25(9): 1122-1129, 2018 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-29986107

RESUMEN

Objective: The use of electronic health records (EHRs) for research has the potential to improve the diagnosis and treatment of disease, yet contact with patients based on results of EHR phenotyping has received little attention. Researchers will almost certainly discover discrepancies in EHRs that call for resolution and, in some cases, raise the ethical dilemma of whether to contact patients about a potentially undiagnosed or untreated health concern. The objective of this study was to explore patients' attitudes and opinions about potential contact by researchers who have had access to their EHRs. Materials and methods: We conducted 15 focus groups in four diverse counties in the southeastern United States. We designed vignettes to describe different situations in which researchers conducting a hypothetical study might have reason to consider contact with patients. Results: Many patients believed it was important for researchers to take action if they discovered information suggesting a current serious health concern. Relaying the information through patients' physicians was considered the most appropriate course of action. Across vignettes, there were significant differences between urban and rural sites. Discussion and conclusions: Researchers may increasingly encounter situations involving contact with patients following EHR phenotyping. They should carefully consider the possibility of such contact when planning their studies, including the time and expertise needed to adjudicate potentially serious discrepancies. Our focus group results are one source of input for the development of ethical approaches to the research use of EHRs.


Asunto(s)
Actitud Frente a la Salud , Registros Electrónicos de Salud , Difusión de la Información , Pacientes , Investigadores , Relaciones Investigador-Sujeto , Adolescente , Adulto , Anciano , Registros Electrónicos de Salud/ética , Femenino , Grupos Focales , Humanos , Masculino , Persona de Mediana Edad , Relaciones Médico-Paciente , Investigadores/ética , Factores Socioeconómicos , Estados Unidos , Adulto Joven
14.
Drug Alcohol Depend ; 186: 86-93, 2018 05 01.
Artículo en Inglés | MEDLINE | ID: mdl-29554592

RESUMEN

BACKGROUND: The majority of the U.S. healthcare resources are utilized by a small population characterized as high-risk, high-need persons with complex care needs (e.g., adults with multiple chronic conditions). Substance use disorders (SUDs) and mental health disorders (MHDs) are a driver of poor health and additional healthcare costs, but they are understudied among high-need patients. OBJECTIVE: We examine the prevalence and correlates of SUDs and MHDs among adults with high-risk diabetes, who are patients at the top 10% risk score for developing poor outcomes (hospital admission or death). METHODS: A risk algorithm developed from Duke University Health System electronic health records (EHRs) data was used to identify patients with high-risk diabetes for targeting home-based primary care. The EHR data of the 263 patients with high-risk diabetes were analyzed to understand patterns of SUDs and MHDs to inform care-coordinating efforts. RESULTS: Both SUDs (any SUD 48.3%, alcohol 12.5%, tobacco 38.8%, drug 23.2%) and MHDs (any MHD 74.9%, mood 53.2%, sleep 37.3%, anxiety 32.7%, schizophrenia/psychotics/delusional 14.8%, dementia/delirium/amnestic/cognitive 14.4%, adjustment 9.1%) were prevalent. Overall, 81.7% of the sample had SUD or MHD. Elevated odds of SUD were noted among men (tobacco, alcohol) and those who were never-married (alcohol, cannabis). African-American race (vs. other race/ethnicity) was associated with lower odds of anxiety disorders. CONCLUSION: While data are limited to one large academic health system, they provide clinical evidence revealing that 82% of patients with high-risk diabetes had SUD and/or MHD recorded in their EHRs, highlighting a need for developing service models to optimize high-risk care.


Asunto(s)
Complicaciones de la Diabetes/epidemiología , Trastornos Relacionados con Sustancias/complicaciones , Adulto , Anciano , Algoritmos , Comorbilidad , Atención a la Salud/estadística & datos numéricos , Complicaciones de la Diabetes/mortalidad , Femenino , Mortalidad Hospitalaria , Humanos , Masculino , Trastornos Mentales/complicaciones , Trastornos Mentales/epidemiología , Persona de Mediana Edad , Prevalencia , Riesgo , Factores Socioeconómicos , Trastornos Relacionados con Sustancias/epidemiología , Trastornos Relacionados con Sustancias/mortalidad , Resultado del Tratamiento
15.
Prim Care Diabetes ; 12(2): 172-183, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29102500

RESUMEN

AIMS: Type 2 diabetes mellitus imposes significant burdens on patients and health care systems. Population-level interventions are being implemented to reach large numbers of patients at risk of or diagnosed with diabetes. We describe a population-based evaluation of the Southeastern Diabetes Initiative (SEDI) from the perspective of a payer, the Centers for Medicare & Medicaid Services (CMS). The purpose of this paper is to describe the population-based evaluation approach of the SEDI intervention from a Medicare utilization and cost perspective. METHODS: We measured associations between the SEDI intervention and receipt of diabetes screening (i.e., HbA1c test, eye exam, lipid profile), health care resource use, and costs among intervention enrollees, compared with a control cohort of Medicare beneficiaries in geographically adjacent counties. RESULTS: The intervention cohort had slightly lower 1-year screening in 2 of 3 domains (4% for HbA1c; 9% for lipid profiles) in the post-intervention period, compared with the control cohort. The SEDI intervention cohort did not have different Medicare utilization or total Medicare costs in the post-intervention period from surrounding control counties. CONCLUSIONS: Our analytic approach may be useful to others evaluating CMS demonstration projects in which population-level health is targeted for improvement in a well-defined clinical population.


Asunto(s)
Centers for Medicare and Medicaid Services, U.S./economía , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/economía , Costos de la Atención en Salud , Recursos en Salud/economía , Tamizaje Masivo/economía , Medicare/economía , Anciano , Anciano de 80 o más Años , Biomarcadores/sangre , Análisis Costo-Beneficio , Diabetes Mellitus Tipo 2/epidemiología , Diabetes Mellitus Tipo 2/terapia , Técnicas de Diagnóstico Oftalmológico/economía , Femenino , Hemoglobina Glucada/análisis , Humanos , Lípidos/sangre , Masculino , Tamizaje Masivo/métodos , Valor Predictivo de las Pruebas , Prevalencia , Estados Unidos/epidemiología
17.
J Am Med Inform Assoc ; 24(e1): e121-e128, 2017 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-27616701

RESUMEN

OBJECTIVE: We assessed the sensitivity and specificity of 8 electronic health record (EHR)-based phenotypes for diabetes mellitus against gold-standard American Diabetes Association (ADA) diagnostic criteria via chart review by clinical experts. MATERIALS AND METHODS: We identified EHR-based diabetes phenotype definitions that were developed for various purposes by a variety of users, including academic medical centers, Medicare, the New York City Health Department, and pharmacy benefit managers. We applied these definitions to a sample of 173 503 patients with records in the Duke Health System Enterprise Data Warehouse and at least 1 visit over a 5-year period (2007-2011). Of these patients, 22 679 (13%) met the criteria of 1 or more of the selected diabetes phenotype definitions. A statistically balanced sample of these patients was selected for chart review by clinical experts to determine the presence or absence of type 2 diabetes in the sample. RESULTS: The sensitivity (62-94%) and specificity (95-99%) of EHR-based type 2 diabetes phenotypes (compared with the gold standard ADA criteria via chart review) varied depending on the component criteria and timing of observations and measurements. DISCUSSION AND CONCLUSIONS: Researchers using EHR-based phenotype definitions should clearly specify the characteristics that comprise the definition, variations of ADA criteria, and how different phenotype definitions and components impact the patient populations retrieved and the intended application. Careful attention to phenotype definitions is critical if the promise of leveraging EHR data to improve individual and population health is to be fulfilled.


Asunto(s)
Diabetes Mellitus/diagnóstico , Registros Electrónicos de Salud , Algoritmos , Diabetes Mellitus/sangre , Diabetes Mellitus Tipo 2/sangre , Diabetes Mellitus Tipo 2/diagnóstico , Hemoglobina Glucada/análisis , Humanos , Fenotipo , Sensibilidad y Especificidad
18.
BMJ Open Diabetes Res Care ; 4(1): e000182, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27403322

RESUMEN

OBJECTIVE: Medication adherence in type 2 diabetes mellitus (T2DM) improves glycemic control and is associated with reduced adverse clinical events, and accurately assessing adherence assessment is important. We aimed to determine agreement between two commonly used adherence measures-the self-reported Morisky Medication Adherence Scale (MMAS) and direct observation of medication use by nurse practitioners (NPs) during home visits-and determine the relationship between each measure and glycated hemoglobin (HbA1c). RESEARCH DESIGN AND METHODS: We evaluated agreement between adherence measures in the Southeastern Diabetes Initiative (SEDI) prospective clinical intervention home visit cohort, which included high-risk patients (n=430) in 4 SEDI-participating counties. The mean age was 58.7 (SD 11.6) years. The majority were white (n=210, 48.8%), female (n=236, 54.9%), living with a partner (n=316, 74.5%), and insured by Medicare/Medicaid (n=361, 84.0%). Medication adherence was dichotomized to 'adherent' or 'not adherent' using established cut-points. Inter-rater agreement was evaluated using Cohen's κ coefficient. Relationships among adherence measures and HbA1c were evaluated using the Wilcoxon rank-sum test and c-statistics. RESULTS: Fewer patients (n=261, 61%) were considered adherent by self-reported MMAS score versus the NP-observed score (n=338; 79%). Inter-rater agreement between the two adherence measures was fair (κ=0.24; 95% CI 0.15 to 0.33; p<0.0001). Higher adherence was significantly associated with lower HbA1c levels for both measures, yet discrimination was weak (c-statistic=0.6). CONCLUSIONS: Agreement between self-reported versus directly observed medication adherence was lower than expected. Though scores for both adherence measures were significantly associated with HbA1c, neither discriminated well for discrete levels of HbA1c.

19.
Contemp Clin Trials ; 46: 30-38, 2016 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-26563446

RESUMEN

BACKGROUND: The Affordable Care Act encourages healthcare systems to integrate behavioral and medical healthcare, as well as to employ electronic health records (EHRs) for health information exchange and quality improvement. Pragmatic research paradigms that employ EHRs in research are needed to produce clinical evidence in real-world medical settings for informing learning healthcare systems. Adults with comorbid diabetes and substance use disorders (SUDs) tend to use costly inpatient treatments; however, there is a lack of empirical data on implementing behavioral healthcare to reduce health risk in adults with high-risk diabetes. Given the complexity of high-risk patients' medical problems and the cost of conducting randomized trials, a feasibility project is warranted to guide practical study designs. METHODS: We describe the study design, which explores the feasibility of implementing substance use Screening, Brief Intervention, and Referral to Treatment (SBIRT) among adults with high-risk type 2 diabetes mellitus (T2DM) within a home-based primary care setting. Our study includes the development of an integrated EHR datamart to identify eligible patients and collect diabetes healthcare data, and the use of a geographic health information system to understand the social context in patients' communities. Analysis will examine recruitment, proportion of patients receiving brief intervention and/or referrals, substance use, SUD treatment use, diabetes outcomes, and retention. DISCUSSION: By capitalizing on an existing T2DM project that uses home-based primary care, our study results will provide timely clinical information to inform the designs and implementation of future SBIRT studies among adults with multiple medical conditions.


Asunto(s)
Diabetes Mellitus Tipo 2/epidemiología , Registros Electrónicos de Salud , Atención Primaria de Salud , Trastornos Relacionados con Sustancias/diagnóstico , Comorbilidad , Estudios de Factibilidad , Humanos , Tamizaje Masivo/métodos , North Carolina/epidemiología , Patient Protection and Affordable Care Act , Estudios Prospectivos , Derivación y Consulta , Trastornos Relacionados con Sustancias/epidemiología , Trastornos Relacionados con Sustancias/terapia
20.
J Clin Transl Endocrinol ; 2(1): 26-36, 2015 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-29159106

RESUMEN

OBJECTIVE: The Durham Diabetes Coalition (DDC) was established in response to escalating rates of disability and death related to type 2 diabetes mellitus, particularly among racial/ethnic minorities and persons of low socioeconomic status in Durham County, North Carolina. We describe a community-based demonstration project, informed by a geographic health information system (GHIS), that aims to improve health and healthcare delivery for Durham County residents with diabetes. MATERIALS AND METHODS: A prospective, population-based study is assessing a community intervention that leverages a GHIS to inform community-based diabetes care programs. The GHIS integrates clinical, social, and environmental data to identify, stratify by risk, and assist selection of interventions at the individual, neighborhood, and population levels. RESULTS: The DDC is using a multifaceted approach facilitated by GHIS to identify the specific risk profiles of patients and neighborhoods across Durham County. A total of 22,982 patients with diabetes in Durham County were identified using a computable phenotype. These patients tended to be older, female, African American, and not covered by private health insurance, compared with the 166,041 persons without diabetes. Predictive models inform decision-making to facilitate care and track outcomes. Interventions include: 1) neighborhood interventions to improve the context of care; 2) intensive team-based care for persons in the top decile of risk for death or hospitalization within the coming year; 3) low-intensity telephone coaching to improve adherence to evidence-based treatments; 4) county-wide communication strategies; and 5) systematic quality improvement in clinical care. CONCLUSIONS: To improve health outcomes and reduce costs associated with type 2 diabetes, the DDC is matching resources with the specific needs of individuals and communities based on their risk characteristics.

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