931 results on '"Schmittdiel, Julie A."'
Search Results
2. Adolescent utilization of eating disorder higher level of care: roles of family-based treatment adherence and demographic factors
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Lau, Josephine S., Kline-Simon, Andrea H., Schmittdiel, Julie A., and Sterling, Stacy A.
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- 2024
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3. Time to surgery in early-stage non–small cell lung cancer: Defining the optimal diagnosis-to-resection interval to reduce mortality
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Tupper, Haley I., Sarovar, Varada, Banks, Kian C., Schmittdiel, Julie A., Hsu, Diana S., Ashiku, Simon K., Patel, Ashish R., Sakoda, Lori C., and Velotta, Jeffrey B.
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- 2025
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4. A mixed-methods assessment of engagement in wellness programs for patients with prediabetes: Factors associated with referral and participation in lifestyle wellness programs
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Thomas, Tainayah W., Finertie, Holly, Sanchez, Perla, Rodriguez, Luis A., and Schmittdiel, Julie
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- 2024
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5. Race and ethnicity and pharmacy dispensing of SGLT2 inhibitors and GLP-1 receptor agonists in type 2 diabetes
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Rodriguez, Luis A., Finertie, Holly, Neugebauer, Romain S., Gosiker, Bennett, Thomas, Tainayah W., Karter, Andrew J., Gilliam, Lisa K., Oshiro, Caryn, An, Jaejin, Simonson, Gregg, Cassidy-Bushrow, Andrea E., Dombrowski, Sarah, Nolan, Margaret, O'Connor, Patrick J., and Schmittdiel, Julie A.
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- 2024
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6. Association of Surgical Timing with Outcomes in Early Stage Lung Cancer
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Banks, Kian C., Dusendang, Jennifer R., Schmittdiel, Julie A., Hsu, Diana S., Ashiku, Simon K., Patel, Ashish R., Sakoda, Lori C., and Velotta, Jeffrey B.
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- 2023
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7. Comparing the Risk of Poor Outcomes Among Hepatitis C–Infected, Cured, and Never-Infected Controls
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Saxena, Varun, Wu, Weilu, Balasubramanian, Sreepriya, Mukhtar, Nizar, Seo, Suk I., Ready, Joanna B., MacDonald, Brock A., and Schmittdiel, Julie A.
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- 2024
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8. Smoking cessation treatment for individuals with comorbid diabetes and serious mental illness in an integrated health care delivery system
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Hwong, Alison R, Schmittdiel, Julie, Schillinger, Dean, Newcomer, John W, Essock, Susan, Zhu, Zheng, Dyer, Wendy, Young-Wolff, Kelly C, and Mangurian, Christina
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Health Services and Systems ,Public Health ,Health Sciences ,Behavioral and Social Science ,Substance Misuse ,Prevention ,Clinical Research ,Tobacco ,Mental Illness ,Health Services ,Bipolar Disorder ,Mental Health ,Tobacco Smoke and Health ,Serious Mental Illness ,Schizophrenia ,Brain Disorders ,Diabetes ,Mental health ,Respiratory ,Cardiovascular ,Good Health and Well Being ,Adult ,Delivery of Health Care ,Diabetes Mellitus ,Type 2 ,Humans ,Mental Disorders ,Retrospective Studies ,Smoking Cessation ,Serious mental illness ,Smoking cessation ,Public Health and Health Services ,Psychology ,Substance Abuse ,Public health ,Biological psychology ,Clinical and health psychology - Abstract
IntroductionSmoking is a significant modifiable risk factor for mortality for persons with serious mental illness (SMI), who have a life expectancy 15-20 years shorter than the general population. Individuals with SMI and comorbid diabetes who are smokers face an even higher risk of cardiovascular complications and early death. Yet despite high rates of smoking among people with SMI, tobacco cessation interventions have not been broadly offered to this population.MethodsWe conducted a retrospective cohort study using electronic health records from 2014 in a large integrated care delivery system to examine whether use of smoking cessation pharmacotherapy among smokers with type 2 diabetes varies by serious mental illness (SMI) diagnosis. We analyzed smoking cessation medication prescription fills among adult smokers with diabetes, comparing those with SMI (N = 634) and without SMI (N = 18,021). Risk ratios were adjusted for age, gender, race, urban area type, and medical facility.ResultsOf the SMI group, 19.09% filled at least one smoking cessation prescription compared to 9.73% of the non-SMI group (adjusted risk ratio 1.80 [95% CI 1.52-2.13]; p
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- 2021
9. A Randomized Encouragement Trial to Increase Mail Order Pharmacy Use and Medication Adherence in Patients with Diabetes
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Ramachandran, Bharathi, Trinacty, Connie M, Wharam, J Frank, Duru, O Kenrik, Dyer, Wendy T, Neugebauer, Romain S, Karter, Andrew J, Brown, Susan D, Marshall, Cassondra J, Wiley, Deanne, Ross-Degnan, Dennis, and Schmittdiel, Julie A
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Clinical Trials and Supportive Activities ,Clinical Research ,Behavioral and Social Science ,Diabetes ,Health Services ,7.1 Individual care needs ,Management of diseases and conditions ,Metabolic and endocrine ,Good Health and Well Being ,Diabetes Mellitus ,Hawaii ,Humans ,Medication Adherence ,Pharmacy ,Postal Service ,diabetes ,mail order pharmacy ,medication adherence ,encouragement trial ,Clinical Sciences ,General & Internal Medicine - Abstract
BackgroundMail order pharmacy (MOP) use has been linked to improved medication adherence and health outcomes among patients with diabetes. However, no large-scale intervention studies have assessed the effect of encouraging MOP use on medication adherence.ObjectiveTo assess an intervention to encourage MOP services to increase its use and medication adherence.DesignRandomized encouragement trial.Patients63,012 diabetes patients from three health care systems: Kaiser Permanente Northern California (KPNC), Kaiser Permanente Hawaii (KPHI), and Harvard Pilgrim Health Care (HPHC) who were poorly adherent to at least one class of cardiometabolic medications and had not used MOP in the prior 12 months.InterventionPatients were randomized to receive either usual care (control arm) or outreach encouraging MOP use consisting of a mailed letter, secure email message, and automated telephone call outlining the potential benefits of MOP use (intervention arm). HPHC intervention patients received the letter only.MeasurementsWe compared the percentages of patients that began using MOP and that became adherent to cardiometabolic medication classes during a 12-month follow-up period. We also conducted a race/ethnicity-stratified analysis.ResultsDuring follow-up, 10.6% of intervention patients began using MOP vs. 9.3% of controls (p
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- 2021
10. Using Peer Support to Prevent Diabetes: Results of a Pragmatic RCT
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Heisler, Michele, Dyer, Wendy T., Finertie, Holly, Stoll, Shelley C., Wiley, Deanne, Turner, Cassie D., Sedgwick, Tali, Kullgren, Jeffrey, Richardson, Caroline R., Hedderson, Monique, and Schmittdiel, Julie A.
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- 2023
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11. Evaluation of adaptive treatment strategies in an observational study where time-varying covariates are not monitored systematically
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Kreif, Noémi, Sofrygin, Oleg, Schmittdiel, Julie, Adams, Alyce, Grant, Richard, Zhu, Zheng, van der Laan, Mark, and Neugebauer, Romain
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Statistics - Methodology - Abstract
In studies based on electronic health records (EHR), the frequency of covariate monitoring can vary by covariate type, across patients, and over time. This can lead to major challenges: first, the difference in monitoring protocols may invalidate the extrapolation of study results obtained in one population to the other, and second, monitoring can act as a time-varying confounder of the causal effect of a time-varying treatment on the outcomes of interest. This paper demonstrates how to account for non-systematic covariate monitoring when evaluating dynamic treatment interventions, and how to evaluate joint dynamic treatment-censoring and static monitoring interventions, in a real world, EHR-based, comparative effectiveness research (CER) study of patients with type II diabetes mellitus. First, we show that the effects of dynamic treatment-censoring regimes can be identified by including indicators of monitoring events in the adjustment set. Second, we demonstrate the poor performance of the standard inverse probability weighting (IPW) estimator of the effects of joint treatment-censoring-monitoring interventions, due to a large decrease in data support resulting in a large increase in standard errors and concerns over finite-sample bias from near-violations of the positivity assumption for the monitoring process. Finally, we detail an alternate IPW estimator of the effects of these interventions using the No Direct Effect assumption. We demonstrate that this estimator can result in improved efficiency but at the cost of increased bias concerns over structural near-violations of the positivity assumption for the treatment process. To conclude, this paper develops and illustrates new tools that researchers can exploit to appropriately account for non-systematic covariate monitoring in CER, and to ask new causal questions about the joint effects of treatment and monitoring interventions.
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- 2018
12. Comorbid Diabetes and Severe Mental Illness: Outcomes in an Integrated Health Care Delivery System
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Mangurian, Christina, Schillinger, Dean, Newcomer, John W, Vittinghoff, Eric, Essock, Susan, Zhu, Zheng, Dyer, Wendy, Young-Wolff, Kelly C, and Schmittdiel, Julie
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Health Services and Systems ,Biomedical and Clinical Sciences ,Health Sciences ,Diabetes ,Clinical Trials and Supportive Activities ,Prevention ,Clinical Research ,Mental Health ,Schizophrenia ,Brain Disorders ,Cardiovascular ,Serious Mental Illness ,Metabolic and endocrine ,Good Health and Well Being ,Adult ,Delivery of Health Care ,Diabetes Mellitus ,Humans ,Hypertension ,Mental Disorders ,Retrospective Studies ,diabetes ,severe mental illness ,healthcare delivery system ,health outcomes ,Clinical Sciences ,General & Internal Medicine ,Clinical sciences ,Health services and systems ,Public health - Abstract
BackgroundDiabetes prevalence is twice as high among people with severe mental illness (SMI) when compared to the general population. Despite high prevalence, care outcomes are not well understood.ObjectiveTo compare diabetes health outcomes received by people with and without comorbid SMI, and to understand demographic factors associated with poor diabetes control among those with SMI.DesignRetrospective cohort study PARTICIPANTS: 269,243 adults with diabetes MAIN MEASURES: Primary outcomes included optimal glycemic control (A1c < 7) or poor diabetes control (A1c > 9) in 2014. Secondary outcomes included control of other cardiometabolic risk factors (hypertension, dyslipidemia, smoking) and recommended diabetes monitoring.Key resultsAmong this cohort, people with SMI (N = 4,399), compared to those without SMI (N = 264,844), were more likely to have optimal glycemic control, adjusting for various covariates (adjusted relative risk (aRR) 1.25, 95% CI 1.21-1.28, p < .001) and less likely to have poor control (aRR 0.92, 95% CI 0.87-0.98, p = 0.012). Better blood pressure and lipid control was more prevalent among people with SMI when compared to those without SMI (aRR 1.03; 95% CI 1.02-1.05, p < .001; aRR 1.02; 95% CI 1.00-1.05, p = 0.044, respectively). No differences were observed in recommended A1c or LDL testing, but people with SMI were more likely to have blood pressure checked (aRR 1.02, 95% CI 1.02-1.03, p < .001) and less likely to receive retinopathy screening (aRR 0.80, 95% CI 0.71-0.91, p < .001) than those without SMI. Among people with diabetes and comorbid SMI, younger adults and Hispanics were more likely to have poor diabetes control.ConclusionsAdults with diabetes and comorbid SMI had better cardiometabolic control than people with diabetes who did not have SMI, despite lower rates of retinopathy screening. Among those with comorbid SMI, younger adults and Hispanics were more vulnerable to poor A1c control.
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- 2020
13. Comorbid Diabetes and Severe Mental Illness: Outcomes in an Integrated Health Care Delivery System.
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Schillinger, Dean, Newcomer, John, Vittinghoff, Eric, Essock, Susan, Zhu, Zheng, Dyer, Wendy, Young-Wolff, Kelly, Schmittdiel, Julie, and Mangurian, Christina
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diabetes ,health outcomes ,healthcare delivery system ,severe mental illness ,Adult ,Delivery of Health Care ,Diabetes Mellitus ,Humans ,Hypertension ,Mental Disorders ,Retrospective Studies - Abstract
BACKGROUND: Diabetes prevalence is twice as high among people with severe mental illness (SMI) when compared to the general population. Despite high prevalence, care outcomes are not well understood. OBJECTIVE: To compare diabetes health outcomes received by people with and without comorbid SMI, and to understand demographic factors associated with poor diabetes control among those with SMI. DESIGN: Retrospective cohort study PARTICIPANTS: 269,243 adults with diabetes MAIN MEASURES: Primary outcomes included optimal glycemic control (A1c < 7) or poor diabetes control (A1c > 9) in 2014. Secondary outcomes included control of other cardiometabolic risk factors (hypertension, dyslipidemia, smoking) and recommended diabetes monitoring. KEY RESULTS: Among this cohort, people with SMI (N = 4,399), compared to those without SMI (N = 264,844), were more likely to have optimal glycemic control, adjusting for various covariates (adjusted relative risk (aRR) 1.25, 95% CI 1.21-1.28, p < .001) and less likely to have poor control (aRR 0.92, 95% CI 0.87-0.98, p = 0.012). Better blood pressure and lipid control was more prevalent among people with SMI when compared to those without SMI (aRR 1.03; 95% CI 1.02-1.05, p < .001; aRR 1.02; 95% CI 1.00-1.05, p = 0.044, respectively). No differences were observed in recommended A1c or LDL testing, but people with SMI were more likely to have blood pressure checked (aRR 1.02, 95% CI 1.02-1.03, p < .001) and less likely to receive retinopathy screening (aRR 0.80, 95% CI 0.71-0.91, p < .001) than those without SMI. Among people with diabetes and comorbid SMI, younger adults and Hispanics were more likely to have poor diabetes control. CONCLUSIONS: Adults with diabetes and comorbid SMI had better cardiometabolic control than people with diabetes who did not have SMI, despite lower rates of retinopathy screening. Among those with comorbid SMI, younger adults and Hispanics were more vulnerable to poor A1c control.
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- 2020
14. Opportunities to encourage mail order pharmacy delivery service use for diabetes prescriptions: a qualitative study
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Schmittdiel, Julie A, Marshall, Cassondra J, Wiley, Deanne, Chau, Christopher V, Trinacty, Connie M, Wharam, J Frank, Duru, O Kenrik, Karter, Andrew J, and Brown, Susan D
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Health Services and Systems ,Health Sciences ,Diabetes ,Behavioral and Social Science ,Clinical Research ,7.1 Individual care needs ,Management of diseases and conditions ,Metabolic and endocrine ,Good Health and Well Being ,Adult ,Aged ,Aged ,80 and over ,California ,Diabetes Mellitus ,Female ,Focus Groups ,Hawaii ,Humans ,Hypoglycemic Agents ,Male ,Medication Adherence ,Middle Aged ,Pharmaceutical Services ,Postal Service ,Qualitative Research ,Mail order pharmacy ,Barriers and facilitators ,Patient preference ,Acceptance of health care ,Qualitative research ,Library and Information Studies ,Nursing ,Public Health and Health Services ,Health Policy & Services ,Health services and systems ,Public health - Abstract
BackgroundMedication non-adherence is a major contributor to poor outcomes in diabetes. Previous research has shown an association between use of mail order pharmacy delivery and better medication adherence, but little is known about the barriers and facilitators to mail order pharmacy use in diabetes patients. This qualitative study examined factors related to mail order pharmacy use versus traditional "brick and mortar" pharmacies to refill prescriptions.MethodsWe conducted four 90-min focus groups in 2016 among 28 diabetes patients in the Hawaii and Northern California regions of Kaiser Permanente, a large integrated health care delivery system. We queried participants on their preferred mode for refilling prescriptions and perceived barriers and facilitators of mail order pharmacy use. One researcher independently coded each focus group transcript, with two of these transcripts double-coded by a second researcher to promote reliability. We employed thematic analysis guided by the Capability, Opportunity, Motivation, and Behavior (COM-B) framework using NVivo 11 software.ResultsA total of 28 diabetes patients participated. Participants' average age was 64.1 years; 57% were female; and racial/ethnic backgrounds included Asian/Native Hawaiian/Pacific Islander (36%), Black/African-American (21%) Hispanic/Latino (7%), and non-Hispanic White (36%). Analysis uncovered 26 themes related to the decision to use mail order pharmacy, with each theme representing a barrier or facilitator mapped to the COM-B framework. Most themes (20/26) fell into the COM-B category of 'Opportunity.' Opportunity barriers to mail order pharmacy use included unpredictability of medication delivery date, concerns about mail security, and difficulty coordinating refill orders for multiple prescriptions. In contrast, facilitators included greater access and convenience (e.g., no need to wait in line or arrange transportation) compared to traditional pharmacies. Motivational facilitators to mail order pharmacy use included receiving a pharmacy benefit plan incentive of a free one-month supply of prescriptions.ConclusionsThis study found that while patients with diabetes may benefit from mail order pharmacy use, they perceive numerous barriers to using the service. These findings will inform the design of interventions and quality improvement initiatives to increase mail order pharmacy use, which in turn may improve medication adherence and outcomes in diabetes patients, across health care systems.
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- 2019
15. Pill, patch or ring? A mixed methods analysis of provider counseling about combined hormonal contraception
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Craig, Amaranta D, Steinauer, Jody, Kuppermann, Miriam, Schmittdiel, Julie A, and Dehlendorf, Christine
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Reproductive Medicine ,Biomedical and Clinical Sciences ,Clinical Research ,Contraception/Reproduction ,Prevention ,Behavioral and Social Science ,Good Health and Well Being ,Adult ,Aged ,Contraception ,Contraceptive Agents ,Hormonal ,Counseling ,Female ,Humans ,Middle Aged ,Surveys and Questionnaires ,Young Adult ,Hormonal contraception ,Contraceptive counseling ,Vaginal ring ,Contraceptive patch ,Combined oral contraceptive pills ,Clinical Sciences ,Paediatrics and Reproductive Medicine ,Public Health and Health Services ,Obstetrics & Reproductive Medicine ,Clinical sciences ,Reproductive medicine ,Health services and systems - Abstract
ObjectiveIn this study we aimed to investigate the content and process of contraceptive counseling surrounding combined hormonal contraceptive (CHC) methods (combined oral contraceptives, the ring, and the patch).Study designWe performed a mixed methods analysis of data collected as part of the Patient-Provider Communication about Contraception study, in which reproductive age women and their providers were recruited at several San Francisco Bay Area clinics from 2009-2012. Participants completed pre- and post-visit surveys, and had their visits audio recorded and transcribed. We performed descriptive and bivariate analyses of the entire cohort to examine associations between demographic characteristics and pre-existing method preferences with method selection and counseling content, and coded transcripts of a subset of the sample for salient themes related to content and process of counseling about combined hormonal contraceptive methods using a directed content analysis approach.ResultsThe overall sample included 342 women, with 152 women (44%) having a preference for a specific CHC prior to their visit, 127 women (37%) had a preference for a non-CHC method, and 63 (18%) having no existing method preference. Of the women who reported preferring a CHC in their pre-visit survey, the majority (72%) chose that method. We found that women were inconsistently counseled about the range of CHC methods. For example, women who had no pre-visit method preference (52%) or who preferred the ring (54%) or the patch (73%) were more likely to receive comprehensive counseling about the three CHC methods than were women who preferred combined oral contraceptives (35%) or non-CHC methods (33%). Providers mentioned the patch the least often, and in qualitative analysis indicated discomfort with prescribing this method. Side effects and benefits of methods, as well as strategies to enhance successful use of the chosen method, were inconsistently discussed. In only 73% of visits in which a woman chose a CHC did the provider assess the patient's ability to use the chosen method correctly, and in 66% of all visits in which women chose a CHC method, providers discussed what to do if she was dissatisfied with the method.ConclusionsCounseling about combined hormonal contraceptive methods often does not include information about all available methods, or comprehensive information about side effects, benefits, or logistics of use. As this counseling can impact patient's satisfaction with and continuation of their chosen method of contraception, future work should focus on designing interventions to improve providers' ability to meet patients' needs.ImplicationsShort acting hormonal contraception is widely used, but counseling for these methods often neglects key features. Comprehensive counseling about all methods and their individual features can improve contraceptive selection and use.
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- 2019
16. Ovarian cancer risk among older patients with stable adnexal masses
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Suh-Burgmann, Elizabeth J., Hung, Yun-Yi, and Schmittdiel, Julie A.
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- 2024
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17. Spinal corticosteroid injections are not associated with increased influenza risk
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Rittenberg, Joshua D., Air, Mary E., Schmittdiel, Julie A., Horton, Brandon H., Greenlund, Laura S., Maus, Timothy P., and Sytsma, Terin T.
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- 2022
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18. Targeted Learning with Daily EHR Data
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Sofrygin, Oleg, Zhu, Zheng, Schmittdiel, Julie A, Adams, Alyce S., Grant, Richard W., van der Laan, Mark J., and Neugebauer, Romain
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Statistics - Applications ,Statistics - Computation ,Statistics - Machine Learning - Abstract
Electronic health records (EHR) data provide a cost and time-effective opportunity to conduct cohort studies of the effects of multiple time-point interventions in the diverse patient population found in real-world clinical settings. Because the computational cost of analyzing EHR data at daily (or more granular) scale can be quite high, a pragmatic approach has been to partition the follow-up into coarser intervals of pre-specified length. Current guidelines suggest employing a 'small' interval, but the feasibility and practical impact of this recommendation has not been evaluated and no formal methodology to inform this choice has been developed. We start filling these gaps by leveraging large-scale EHR data from a diabetes study to develop and illustrate a fast and scalable targeted learning approach that allows to follow the current recommendation and study its practical impact on inference. More specifically, we map daily EHR data into four analytic datasets using 90, 30, 15 and 5-day intervals. We apply a semi-parametric and doubly robust estimation approach, the longitudinal TMLE, to estimate the causal effects of four dynamic treatment rules with each dataset, and compare the resulting inferences. To overcome the computational challenges presented by the size of these data, we propose a novel TMLE implementation, the 'long-format TMLE', and rely on the latest advances in scalable data-adaptive machine-learning software, xgboost and h2o, for estimation of the TMLE nuisance parameters.
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- 2017
19. Advancing Health Policy and Program Research in Diabetes: Findings from the Natural Experiments for Translation in Diabetes (NEXT-D) Network
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Ali, Mohammed K, Wharam, Frank, Kenrik Duru, O, Schmittdiel, Julie, Ackermann, Ronald T, Albu, Jeanine, Ross-Degnan, Dennis, Hunter, Christine M, Mangione, Carol, and Gregg, Edward W
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Biomedical and Clinical Sciences ,Clinical Sciences ,Nutrition and Dietetics ,Prevention ,Obesity ,Nutrition ,Clinical Research ,Health Services ,Behavioral and Social Science ,Patient Safety ,Diabetes ,Metabolic and endocrine ,Good Health and Well Being ,Animals ,Diabetes Mellitus ,Health Expenditures ,Health Policy ,Health Promotion ,Humans ,Primary Prevention ,Translational Research ,Biomedical ,Policy ,Natural experiment ,Clinical management ,NEXT-D Study Group ,Public Health and Health Services ,Endocrinology & Metabolism ,Clinical sciences ,Nutrition and dietetics - Abstract
Purpose of reviewTo advance our understanding of the impacts of policies and programs aimed at improving detection, engagement, prevention, and clinical diabetes management in the USA, we synthesized findings from a network of studies that used natural experiments to evaluate diabetes health policies and programs.FindingsStudies from the Natural EXperiments for Translation in Diabetes (NEXT-D) network used rigorous longitudinal quasi-experimental study designs (e.g., interrupted time series) and analytical methods (e.g., difference-in-differences) to augment causal inference. Investigators partnered with health system stakeholders to evaluate whether glucose testing rates changed from before-to-after clinic interventions (e.g., integrating electronic screening decision prompts in New York City) or employer programs (e.g., targeted messaging and waiving copayments for at-risk employees). Other studies examined participation and behavior change in low- (e.g., wellness coaching) or high-intensity lifestyle modification programs (e.g., diabetes prevention program-like interventions) offered by payers or employers. Lastly, studies assessed how employer health insurance benefits impacted healthcare utilization, adherence, and outcomes among people with diabetes. NEXT-D demonstrated that low-intensity interventions to facilitate glucose testing and enhance engagement in lifestyle modification were associated with small improvements in weight but large improvements in screening and testing when supported by electronic health record-based decision-support. Regarding high-intensity diabetes prevention program-like lifestyle programs offered by payers or employers, enrollment was modest and led to weight loss and marginally lower short-term health expenditures. Health plans that incentivize patient behaviors were associated with increases in medication adherence. Meanwhile, shifting patients to high-deductible health plans was associated with no change in medication use and preventive screenings, but patients with diabetes delayed accessing healthcare for acute complications (e.g., cellulitis). Findings were more pronounced among lower-income patients, who experienced increased rates and acuity of emergency department visits for diabetes complications and other high-severity conditions. Findings from NEXT-D studies provide informative data that can guide programs and policies to facilitate detection, prevention, and treatment of diabetes in practice.
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- 2018
20. Using Neighborhood-Level Census Data to Predict Diabetes Progression in Patients with Laboratory-Defined Prediabetes
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Schmittdiel, Julie A, Dyer, Wendy T, Marshall, Cassondra J, and Bivins, Roberta
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Public Health ,Health Sciences ,Diabetes ,Clinical Research ,Nutrition ,Metabolic and endocrine ,California ,Censuses ,Cohort Studies ,Diabetes Mellitus ,Disease Progression ,Educational Status ,Female ,Food Assistance ,Humans ,Income ,Male ,Middle Aged ,Prediabetic State ,Residence Characteristics ,Retrospective Studies ,Health services and systems - Abstract
ContextResearch on predictors of clinical outcomes usually focuses on the impact of individual patient factors, despite known relationships between neighborhood environment and health.ObjectiveTo determine whether US census information on where a patient resides is associated with diabetes development among patients with prediabetes.DesignRetrospective cohort study of all 157,752 patients aged 18 years or older from Kaiser Permanente Northern California with laboratory-defined prediabetes (fasting plasma glucose, 100 mg/dL-125 mg/dL, and/or glycated hemoglobin, 5.7%-6.4%). We assessed whether census data on education, income, and percentage of households receiving benefits through the US Department of Agriculture's Supplemental Nutrition Assistance Program (SNAP) was associated with diabetes development using logistic regression controlling for age, sex, race/ethnicity, blood glucose levels, and body mass index.Main outcome measureProgression to diabetes within 36 months.ResultsPatients were more likely to progress to diabetes if they lived in an area where less than 16% of adults had obtained a bachelor's degree or higher (odds ratio [OR] =1.22, 95% confidence interval [CI] = 1.09-1.36), where median annual income was below $79,999 (OR = 1.16 95% CI = 1.03-1.31), or where SNAP benefits were received by 10% or more of households (OR = 1.24, 95% CI = 1.1-1.4).ConclusionArea-level socioeconomic and food assistance data predict the development of diabetes, even after adjusting for traditional individual demographic and clinical factors. Clinical interventions should take these factors into account, and health care systems should consider addressing social needs and community resources as a path to improving health outcomes.
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- 2018
21. Review of Metformin Use for Type 2 Diabetes Prevention
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Moin, Tannaz, Schmittdiel, Julie A, Flory, James H, Yeh, Jessica, Karter, Andrew J, Kruge, Lydia E, Schillinger, Dean, Mangione, Carol M, Herman, William H, and Walker, Elizabeth A
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Biomedical and Clinical Sciences ,Clinical Sciences ,Health Sciences ,Clinical Research ,Nutrition ,Diabetes ,Cost Effectiveness Research ,Prevention ,Obesity ,Comparative Effectiveness Research ,Health Services ,Metabolic and endocrine ,Good Health and Well Being ,Cost-Benefit Analysis ,Diabetes Mellitus ,Type 2 ,Diabetes ,Gestational ,Female ,Humans ,Hypoglycemic Agents ,Metformin ,Prediabetic State ,Pregnancy ,Risk Factors ,Medical and Health Sciences ,Education ,Public Health ,Biomedical and clinical sciences ,Health sciences - Abstract
ContextPrediabetes is prevalent and significantly increases lifetime risk of progression to type 2 diabetes. This review summarizes the evidence surrounding metformin use for type 2 diabetes prevention.Evidence acquisitionArticles published between 1998 and 2017 examining metformin use for the primary indication of diabetes prevention available on MEDLINE.Evidence synthesisForty articles met inclusion criteria and were summarized into four general categories: (1) RCTs of metformin use for diabetes prevention (n=7 and n=2 follow-up analyses); (2) observational analyses examining metformin use in heterogeneous subgroups of patients with prediabetes (n=9 from the Diabetes Prevention Program, n=1 from the biguanides and the prevention of the risk of obesity [BIGPRO] trial); (3) observational analyses examining cost effectiveness of metformin use for diabetes prevention (n=11 from the Diabetes Prevention Program, n=1 from the Indian Diabetes Prevention Program); and (4) real-world assessments of metformin eligibility or use for diabetes prevention (n=9). Metformin was associated with reduced relative risk of incident diabetes, with the strongest evidence for use in those at highest risk (i.e., aged
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- 2018
22. Diabetes and Prediabetes Prevalence by Race and Ethnicity Among People With Severe Mental Illness
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Mangurian, Christina V, Schillinger, Dean, Newcomer, John W, Vittinghoff, Eric, Essock, Susan M, Zhu, Zheng, Dyer, Wendy T, and Schmittdiel, Julie A
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Biomedical and Clinical Sciences ,Health Sciences ,Medical and Health Sciences ,Endocrinology & Metabolism ,Biomedical and clinical sciences ,Health sciences - Published
- 2018
23. The Relationship Between Prescription Copayments and Contraceptive Adherence in a New-user Cohort
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Marshall, Cassondra, Schmittdiel, Julie, Chandra, Malini, Calhoun, Amanda, and Raine-Bennett, Tina
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Contraception/Reproduction ,Prevention ,Clinical Research ,Good Health and Well Being ,Adult ,California ,Contraception ,Contraceptive Agents ,Cost Sharing ,Female ,Humans ,Longitudinal Studies ,Medication Adherence ,Models ,Statistical ,Patient Protection and Affordable Care Act ,Pregnancy ,Retrospective Studies ,Women's Health ,Public Health and Health Services ,Applied Economics ,Health Policy & Services - Abstract
BackgroundContraceptive nonadherence is an important contributor to unintended pregnancy in the United States. While the elimination of patient cost sharing has been cited as means to improve contraceptive access, little is known about the relationship between cost sharing and ongoing adherence and continuation of chosen methods. The purpose of this study was to examine the relationship between copayment amount and adherence to pharmacy-dispensed contraception in young women.MethodsWe conducted a retrospective cohort study of 39,142 women ages 19-29 with a new prescription for the contraceptive pill, patch, or ring at Kaiser Permanente Northern California during 2011-2014. We examined 12-month nonadherence as measured by timely prescription refills and used multivariable Cox proportional hazards models to assess the association between copayment amount and the risk of nonadherence.ResultsNinety-four percent of women used the pill, and 6% used the patch or ring. Forty percent of patients had no copayment and 25% had a copayment of ≥$30. Nearly 75% of women were nonadherent during the study period. In 2013 and 2014, women with a copayment had a 9% increased risk of nonadherence (adjusted hazard ratio, 1.09; 95% confidence interval, 1.04, 1.14) compared with women with no copayment.ConclusionsPrescription copayments may serve as a barrier to adherence of pharmacy-dispensed contraception. Given recent changes to Affordable Care Act contraceptive coverage requirement, these findings can be used to support state-level and health system-level policies for no-cost contraception, and to determine the potential public health impact of this policy change.
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- 2018
24. A Two-Step Method to Identify Positive Deviant Physician Organizations of Accountable Care Organizations with Robust Performance Management Systems.
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Pimperl, Alexander F, Rodriguez, Hector P, Schmittdiel, Julie A, and Shortell, Stephen M
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Humans ,Linear Models ,Residence Characteristics ,Health Policy ,Health Services Research ,Benchmarking ,Quality of Health Care ,Quality Indicators ,Health Care ,United States ,Quality Improvement ,Patient Safety ,Accountable Care Organizations ,Healthcare organizations and systems ,health policy/politics/law/regulation ,incentives in health care ,information technology in health ,quality improvement/report cards ,quality of care/patient safety ,quality of care ,patient safety ,health policy ,politics ,law ,regulation ,quality improvement ,report cards ,Public Health and Health Services ,Policy and Administration ,Health Policy & Services - Abstract
ObjectiveTo identify positive deviant (PD) physician organizations of Accountable Care Organizations (ACOs) with robust performance management systems (PMSYS).Data sourceThird National Survey of Physician Organizations (NSPO3, n = 1,398).Study designOrganizational and external factors from NSPO3 were analyzed.Data collection/extraction methodsLinear regression estimated the association of internal and contextual factors on PMSYS. Two cutpoints (75th/90th percentiles) identified PDs with the largest residuals and highest PMSYS scores.Principal findingsA total of 65 and 41 PDs were identified using 75th and 90th percentiles cutpoints, respectively. The 90th percentile more strongly differentiated PDs from non-PDs. Having a high proportion of vulnerable patients appears to constrain PMSYS development.ConclusionsOur PD identification method increases the likelihood that PD organizations selected for in-depth inquiry are high-performing organizations that exceed expectations.
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- 2018
25. FRI-407 Screening rates, prevalence, and natural history of hepatitis B/ delta virus co-infection vs. hepatitis B mono-infection: data from a large US integrated healthcare system
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Saxena, Varun, primary, Tucker, Lue-Yen, additional, Li, Xiaoran, additional, Chai, Krisna, additional, Seo, Suk, additional, Mukhtar, Nizar, additional, Chee, Grace M., additional, Kwon, Kyung Min, additional, Balasubramanian, Sreepriya, additional, Macdonald, Brock, additional, and Schmittdiel, Julie, additional
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- 2024
- Full Text
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26. Prior Immunosuppressive Therapy and Severe Illness Among Patients Diagnosed with SARS-CoV-2: a Community-Based Study
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Velayos, Fernando S., Dusendang, Jennifer R., and Schmittdiel, Julie A.
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- 2021
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27. Diabetes Screening among Antipsychotic-Treated Adults with Severe Mental Illness in an Integrated Delivery System: A Retrospective Cohort Study
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Mangurian, Christina, Schillinger, Dean, Newcomer, John W, Vittinghoff, Eric, Essock, Susan, Zhu, Zheng, Dyer, Wendy, and Schmittdiel, Julie
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Pharmacology and Pharmaceutical Sciences ,Health Services and Systems ,Biomedical and Clinical Sciences ,Health Sciences ,Brain Disorders ,Diabetes ,Prevention ,Mental Health ,Health Disparities ,Health Services ,Serious Mental Illness ,Schizophrenia ,Minority Health ,Clinical Research ,Mental Illness ,6.1 Pharmaceuticals ,Metabolic and endocrine ,Mental health ,Good Health and Well Being ,Adolescent ,Adult ,Antipsychotic Agents ,Cohort Studies ,Delivery of Health Care ,Integrated ,Diabetes Mellitus ,Type 2 ,Female ,Humans ,Male ,Mass Screening ,Mental Disorders ,Middle Aged ,Retrospective Studies ,Severity of Illness Index ,Treatment Outcome ,Young Adult ,diabetes screening ,severe mental illness ,quality of care ,Clinical Sciences ,General & Internal Medicine ,Clinical sciences ,Health services and systems ,Public health - Abstract
BackgroundSevere mental illness (SMI) is associated with increased risk for type 2 diabetes, partly due to adverse metabolic effects of antipsychotic medications. In public health care settings, annual screening rates are 30%. We measured adherence to national diabetes screening guidelines for patients taking antipsychotic medications.ObjectiveTo estimate diabetes screening prevalence among patients with SMI within an integrated health care system, and to assess characteristics associated with lack of screening.DesignRetrospective cohort study.ParticipantsAntipsychotic-treated adults with SMI. We excluded participants with known diabetes.Main measuresPrimary outcome was screening via fasting glucose test or hemoglobin A1c during a 1-year period.Key resultsIn 2014, 16,754 patients with SMI diagnoses were receiving antipsychotics. Seventy-four percent of these patients' providers ordered diabetes screening tests that year, but only 55% (9247/16,754) received screening. When the observation time frame was extended to 2 years, 73% (12,250/16,754) were screened. Adjusting for sex and race/ethnicity, young adults (aged 18-29 years) were less likely to receive screening than older age groups [adjusted RR (aRR) 1.23-1.57, p
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- 2018
28. Shared decision making in contraceptive counseling.
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Dehlendorf, Christine, Grumbach, Kevin, Schmittdiel, Julie A, and Steinauer, Jody
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Humans ,Contraception ,Physician's Role ,Physician-Patient Relations ,Decision Making ,Counseling ,Adolescent ,Adult ,Patient Satisfaction ,Female ,Young Adult ,Patient satisfaction ,Shared decision making ,Clinical Research ,Contraception/Reproduction ,Prevention ,Good Health and Well Being ,Clinical Sciences ,Paediatrics and Reproductive Medicine ,Public Health and Health Services ,Obstetrics & Reproductive Medicine - Abstract
BackgroundShared decision making (SDM) is a potentially valuable but underexplored approach to contraceptive counseling.MethodsWe determined the correlation between patient report of SDM and of whether their provider had a method preference with measures of satisfaction.ResultsWomen reporting SDM were more likely to be satisfied with counseling than those reporting a provider-driven decision and were more likely to be satisfied with their method than those reporting a patient-driven decision. Patients who felt that the provider had a method preference were less likely to be satisfied with their method.ConclusionsSDM in contraceptive counseling is associated with patient satisfaction.
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- 2017
29. Telephone-Based Coaching
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Boccio, Mindy, Sanna, Rashel S, Adams, Sara R, Goler, Nancy C, Brown, Susan D, Neugebauer, Romain S, Ferrara, Assiamira, Wiley, Deanne M, Bellamy, David J, and Schmittdiel, Julie A
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Public Health ,Health Sciences ,Clinical Research ,Tobacco Smoke and Health ,Substance Misuse ,Prevention ,Behavioral and Social Science ,Tobacco ,Clinical Trials and Supportive Activities ,Health Services ,Cancer ,Good Health and Well Being ,Adult ,California ,Delivery of Health Care ,Integrated ,Female ,Humans ,Male ,Mentoring ,Middle Aged ,Motivational Interviewing ,Retrospective Studies ,Smoking Cessation ,Telephone ,Tobacco Cessation ,Wellness Coaching ,Program Evaluation ,Prevention Research ,Manuscript format: research ,Research purpose: program evaluation ,Study design: quasi-experimental ,Outcome measure: behavioral ,Setting: clinical/health care ,Health focus: smoking control ,Strategy: behavior change ,Target population age: adults ,Target population circumstances: geographic location ,Human Movement and Sports Sciences ,Public Health and Health Services ,Curriculum and Pedagogy ,Public health - Abstract
PurposeMany Americans continue to smoke, increasing their risk of disease and premature death. Both telephone-based counseling and in-person tobacco cessation classes may improve access for smokers seeking convenient support to quit. Little research has assessed whether such programs are effective in real-world clinical populations.DesignRetrospective cohort study comparing wellness coaching participants with two groups of controls.SettingKaiser Permanente Northern California, a large integrated health care delivery system.SubjectsTwo hundred forty-one patients who participated in telephonic tobacco cessation coaching from January 1, 2011, to March 31, 2012, and two control groups: propensity-score-matched controls, and controls who participated in a tobacco cessation class during the same period. Wellness coaching participants received an average of two motivational interviewing-based coaching sessions that engaged the patient, evoked their reason to consider quitting, and helped them establish a quit plan.MeasuresSelf-reported quitting of tobacco and fills of tobacco cessation medications within 12 months of follow-up.AnalysisLogistic regressions adjusting for age, gender, race/ethnicity, and primary language.ResultsAfter adjusting for confounders, tobacco quit rates were higher among coaching participants vs. matched controls (31% vs. 23%, p < .001) and comparable to those of class attendees (31% vs. 29%, p = .28). Coaching participants and class attendees filled tobacco-cessation prescriptions at a higher rate (47% for both) than matched controls (6%, p < .001).ConclusionTelephonic wellness coaching was as effective as in-person classes and was associated with higher rates of quitting compared to no treatment. The telephonic modality may increase convenience and scalability for health care systems looking to reduce tobacco use and improve health.
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- 2017
30. The impact of telephonic wellness coaching on weight loss: A “Natural Experiments for Translation in Diabetes (NEXT‐D)” study
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Schmittdiel, Julie A, Adams, Sara R, Goler, Nancy, Sanna, Rashel S, Boccio, Mindy, Bellamy, David J, Brown, Susan D, Neugebauer, Romain S, and Ferrara, Assiamira
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Health Services and Systems ,Biomedical and Clinical Sciences ,Health Sciences ,Obesity ,Diabetes ,Prevention ,Clinical Trials and Supportive Activities ,Clinical Research ,Good Health and Well Being ,Adult ,Aged ,California ,Diabetes Mellitus ,Type 2 ,Female ,Health Promotion ,Humans ,Male ,Mentoring ,Middle Aged ,Telephone ,Treatment Outcome ,Weight Loss ,Endocrinology & Metabolism - Abstract
ObjectiveTo evaluate the impact of a population-based telephonic wellness coaching program on weight loss.MethodsIndividual-level segmented regression analysis of interrupted time series data comparing the BMI trajectories in the 12 months before versus the 12 months after initiating coaching among a cohort of Kaiser Permanente Northern California members (n = 954) participating in The Permanente Medical Group Wellness Coaching program in 2011. The control group was a 20:1 propensity-score matched control group (n = 19,080) matched with coaching participants based on baseline demographic and clinical characteristics.ResultsWellness coaching participants had a significant upward trend in BMI in the 12 months before their first wellness coaching session and a significant downward trend in BMI in the 12 months after their first session equivalent to a clinically significant reduction of greater than one unit of baseline BMI (P < 0.01 for both). The control group did not have statistically significant decreases in BMI during the post-period.ConclusionsWellness coaching has a positive impact on BMI reduction that is both statistically and clinically significant. Future research and quality improvement efforts should focus on disseminating wellness coaching for weight loss in patients with diabetes and those at risk for developing the disease.
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- 2017
31. Provider self-disclosure during contraceptive counseling
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McLean, Merritt, Steinauer, Jody, Schmittdiel, Julie, Chan, Pamela, and Dehlendorf, Christine
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Reproductive Medicine ,Biomedical and Clinical Sciences ,Clinical Research ,Prevention ,Behavioral and Social Science ,Good Health and Well Being ,Adult ,Choice Behavior ,Contraception ,Contraception Behavior ,Counseling ,Disclosure ,Ethnicity ,Family Planning Services ,Female ,Humans ,Patient Satisfaction ,Physician's Role ,Physician-Patient Relations ,San Francisco ,Surveys and Questionnaires ,Contraceptive counseling ,Self-disclosure ,Intrauterine device ,Patient-provider communication ,Patient–provider communication ,Clinical Sciences ,Paediatrics and Reproductive Medicine ,Public Health and Health Services ,Obstetrics & Reproductive Medicine ,Clinical sciences ,Reproductive medicine ,Health services and systems - Abstract
ObjectivesProvider self-disclosure (PSD) - defined as providers making statements regarding personal information to patients - has not been well characterized in the context of contraceptive counseling. In this study, we describe the incidence, content and context of contraceptive PSD.Study designThis mixed methods analysis used data from the Provider-Patient Contraceptive Counseling study, for which 349 family planning patients were recruited from 2009 to 2012 from six clinics in the San Francisco Bay Area. Audio-recordings from their visits were analyzed for the presence or absence of PSD, and those visits with evidence of PSD were analyzed using qualitative methods. The associations of patient and provider demographics and patient satisfaction measures, obtained from survey data, with PSD were analyzed using bivariable and multivariable analyses.ResultsThirty-seven percent of providers showed evidence of PSD during at least one visit, and PSD occurred in 9% of clinic visits. Fifty-four percent of PSD statements were about intrauterine devices. About half of PSD statements occurred prior to the final selection of the contraceptive method and appeared to influence the choice of method. In post-visit surveys, all patients who reported receiving PSD considered it to be appropriate, and patient-reported PSD was not statistically associated with measures of patient satisfaction.ConclusionsThis study provides some support for the appropriateness of PSD during family planning encounters, at least as practiced during the sampled visits. Further research could explore whether this counseling strategy has an impact on patients' ability to identify the best contraceptive methods for them.ImplicationsIn this study, PSD did not have a demonstrated negative effect on the provider-patient relationship. In almost half of visits, PSD appeared to influence patients' choice of a method; whether this influence is beneficial needs further research.
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- 2017
32. Association of chronic anticoagulant and antiplatelet use on disease severity in SARS-COV-2 infected patients
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Ho, Gwendolyn, Dusendang, Jennifer R., Schmittdiel, Julie, Kavecansky, Juraj, Tavakoli, Jahan, and Pai, Ashok
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- 2021
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33. Outpatient Mastectomy: Factors Influencing Patient Selection and Predictors of Return to Care
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Vuong, Brooke, Dusendang, Jennifer R., Chang, Sharon B., Mentakis, Margaret Ann, Shim, Veronica C., Schmittdiel, Julie, and Kuehner, Gillian
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- 2021
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34. Study protocol: Using peer support to aid in prevention and treatment in prediabetes (UPSTART)
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Heisler, Michele, Kullgren, Jeffrey, Richardson, Caroline, Stoll, Shelley, Alvarado Nieves, Cristina, Wiley, Deanne, Sedgwick, Tali, Adams, Alyce, Hedderson, Monique, Kim, Eileen, Rao, Megan, and Schmittdiel, Julie A.
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- 2020
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35. Racial and Ethnic Disparities in Diabetes Care Quality among Women of Reproductive Age in an Integrated Delivery System
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Marshall, Cassondra J., Rodriguez, Hector P., Dyer, Wendy, and Schmittdiel, Julie A.
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- 2020
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36. Principles for Stakeholder Engagement in Observational Health Research
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Thomas, Tainayah W., primary, Hooker, Stephanie A., additional, and Schmittdiel, Julie A., additional
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- 2024
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37. Prenatal detection rates for congenital heart disease using abnormal obstetrical screening ultrasound alone as indication for fetal echocardiography
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Vepa, Sanjay, primary, Alavi, Mubarika, additional, Wu, Weilu, additional, Schmittdiel, Julie, additional, Herrinton, Lisa J., additional, and Desai, Kavin, additional
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- 2024
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38. Association of the quality of interpersonal care during family planning counseling with contraceptive use
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Dehlendorf, Christine, Henderson, Jillian T, Vittinghoff, Eric, Grumbach, Kevin, Levy, Kira, Schmittdiel, Julie, Lee, Jennifer, Schillinger, Dean, and Steinauer, Jody
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Reproductive Medicine ,Biomedical and Clinical Sciences ,Clinical Research ,Behavioral and Social Science ,Health Services ,Prevention ,Contraception/Reproduction ,Good Health and Well Being ,Adolescent ,Adult ,Communication ,Contraception ,Contraception Behavior ,Contraceptive Agents ,Family Planning Services ,Female ,Humans ,Middle Aged ,Patient-Centered Care ,Professional-Patient Relations ,Prospective Studies ,Public Health ,Quality of Health Care ,Young Adult ,contraception ,counseling ,family planning ,health communication ,patient-centered care ,Paediatrics and Reproductive Medicine ,Obstetrics & Reproductive Medicine ,Reproductive medicine - Abstract
BackgroundHealth communication and interpersonal skills are increasingly emphasized in the measurement of health care quality, yet there is limited research on the association of interpersonal care with health outcomes. As approximately 50% of pregnancies in the United States are unintended, whether interpersonal communication influences contraceptive use is of public health importance.ObjectiveThe aim of this study was to determine whether the quality of interpersonal care during contraceptive counseling is associated with contraceptive use over time.Study designThe Patient-Provider Communication about Contraception study is a prospective cohort study of 348 English-speaking women seen for contraceptive care, conducted between 2009 and 2012 in the San Francisco Bay Area. Quality of communication was assessed using a patient-reported interpersonal quality in family planning care measure based on the dimensions of patient-centered care. In addition, the clinical visit was audio recorded and its content coded according to the validated Four Habits Coding Scheme to assess interpersonal communication behaviors of clinicians. The outcome measures were 6-month continuation of the selected contraceptive method and use of a highly or moderately effective method at 6 months. Results were analyzed using mixed effect logistic regression models controlling for patient demographics, the clinic and the provider at which the visit occurred, and the method selected.ResultsPatient participants had a mean age of 26.8 years (SD 6.9 years); 46% were white, 26% Latina, and 28% black. Almost two-thirds of participants had an income of
- Published
- 2016
39. A Case Study of the Impact of Data-Adaptive Versus Model-Based Estimation of the Propensity Scores on Causal Inferences from Three Inverse Probability Weighting Estimators
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Neugebauer, Romain, Schmittdiel, Julie A, and van der Laan, Mark J
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Mental Health ,Diabetes Mellitus ,Type 2 ,Electronic Health Records ,Humans ,Machine Learning ,Models ,Statistical ,Outcome Assessment ,Health Care ,Propensity Score ,inverse probability weighting ,super learning ,propensity score ,data-adaptive estimation ,marginal structural model ,Statistics ,Statistics & Probability - Abstract
ObjectiveConsistent estimation of causal effects with inverse probability weighting estimators is known to rely on consistent estimation of propensity scores. To alleviate the bias expected from incorrect model specification for these nuisance parameters in observational studies, data-adaptive estimation and in particular an ensemble learning approach known as Super Learning has been proposed as an alternative to the common practice of estimation based on arbitrary model specification. While the theoretical arguments against the use of the latter haphazard estimation strategy are evident, the extent to which data-adaptive estimation can improve inferences in practice is not. Some practitioners may view bias concerns over arbitrary parametric assumptions as academic considerations that are inconsequential in practice. They may also be wary of data-adaptive estimation of the propensity scores for fear of greatly increasing estimation variability due to extreme weight values. With this report, we aim to contribute to the understanding of the potential practical consequences of the choice of estimation strategy for the propensity scores in real-world comparative effectiveness research.MethodWe implement secondary analyses of Electronic Health Record data from a large cohort of type 2 diabetes patients to evaluate the effects of four adaptive treatment intensification strategies for glucose control (dynamic treatment regimens) on subsequent development or progression of urinary albumin excretion. Three Inverse Probability Weighting estimators are implemented using both model-based and data-adaptive estimation strategies for the propensity scores. Their practical performances for proper confounding and selection bias adjustment are compared and evaluated against results from previous randomized experiments.ConclusionResults suggest both potential reduction in bias and increase in efficiency at the cost of an increase in computing time when using Super Learning to implement Inverse Probability Weighting estimators to draw causal inferences.
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- 2016
40. Identifying Common Predictors of Multiple Adverse Outcomes Among Elderly Adults With Type-2 Diabetes
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Kabue, Samuel, Liu, Vincent, Dyer, Wendy, Raebel, Marsha, Nichols, Greg, and Schmittdiel, Julie
- Published
- 2019
41. Considerations for Identifying Social Needs in Health Care Systems : A Commentary on the Role of Predictive Models in Supporting a Comprehensive Social Needs Strategy
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Nau, Claudia, Adams, John L., Roblin, Douglas, Schmittdiel, Julie, Schroeder, Emily, and Steiner, John F.
- Published
- 2019
42. The Comparative Effectiveness of Diabetes Prevention Strategies to Reduce Postpartum Weight Retention in Women With Gestational Diabetes Mellitus: The Gestational Diabetes’ Effects on Moms (GEM) Cluster Randomized Controlled Trial
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Ferrara, Assiamira, Hedderson, Monique M, Brown, Susan D, Albright, Cheryl L, Ehrlich, Samantha F, Tsai, Ai-Lin, Caan, Bette J, Sternfeld, Barbara, Gordon, Nancy P, Schmittdiel, Julie A, Gunderson, Erica P, Mevi, Ashley A, Herman, William H, Ching, Jenny, Crites, Yvonne, and Quesenberry, Charles P
- Subjects
Biomedical and Clinical Sciences ,Health Services and Systems ,Public Health ,Health Sciences ,Reproductive Medicine ,Clinical Research ,Clinical Trials and Supportive Activities ,Obesity ,Diabetes ,Health Services ,Nutrition ,Prevention ,Comparative Effectiveness Research ,6.7 Physical ,Evaluation of treatments and therapeutic interventions ,3.1 Primary prevention interventions to modify behaviours or promote wellbeing ,Prevention of disease and conditions ,and promotion of well-being ,Metabolic and endocrine ,Reproductive health and childbirth ,Good Health and Well Being ,Adult ,Behavior Therapy ,Body Mass Index ,Cluster Analysis ,Diabetes Mellitus ,Diabetes ,Gestational ,Female ,Humans ,Life Style ,Middle Aged ,Postpartum Period ,Pregnancy ,Risk Reduction Behavior ,Weight Loss ,Young Adult ,Medical and Health Sciences ,Endocrinology & Metabolism ,Biomedical and clinical sciences ,Health sciences - Abstract
ObjectiveTo compare the effectiveness of diabetes prevention strategies addressing postpartum weight retention for women with gestational diabetes mellitus (GDM) delivered at the health system level: mailed recommendations (usual care) versus usual care plus a Diabetes Prevention Program (DPP)-derived lifestyle intervention.Research design and methodsThis study was a cluster randomized controlled trial of 44 medical facilities (including 2,280 women with GDM) randomized to intervention or usual care. The intervention included mailed gestational weight gain recommendations plus 13 telephone sessions between 6 weeks and 6 months postpartum. Primary outcomes included the following: proportion meeting the postpartum goals of 1) reaching pregravid weight if pregravid BMI
- Published
- 2016
43. Predictors of Hyperkalemia and Hypokalemia in Individuals with Diabetes: a Classification and Regression Tree Analysis
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Schroeder, Emily B., Adams, John L., Chonchol, Michel, Nichols, Gregory A., O’Connor, Patrick J., Powers, J. David, Schmittdiel, Julie A., Shetterly, Susan M., and Steiner, John F.
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- 2020
- Full Text
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44. Reach and Validity of an Objective Medication Adherence Measure Among Safety Net Health Plan Members with Diabetes: A Cross-Sectional Study.
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Ratanawongsa, Neda, Karter, Andrew J, Quan, Judy, Parker, Melissa M, Handley, Margaret, Sarkar, Urmimala, Schmittdiel, Julie A, and Schillinger, Dean
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Pharmacology and Pharmaceutical Sciences ,Biomedical and Clinical Sciences ,Behavioral and Social Science ,Diabetes ,Health Disparities ,Clinical Research ,Minority Health ,No Poverty ,Aged ,Cross-Sectional Studies ,Diabetes Mellitus ,Female ,Humans ,Hypoglycemic Agents ,Male ,Medicaid ,Medication Adherence ,Middle Aged ,Poverty ,Safety-net Providers ,United States ,Pharmacology and pharmaceutical sciences - Abstract
BackgroundWith the expansion of Medicaid and low-cost health insurance plans among diverse patient populations, objective measures of medication adherence using pharmacy claims could advance clinical care and translational research for safety net care. However, safety net patients may experience fluctuating prescription drug coverage, affecting the performance of adherence measures.ObjectiveTo evaluate the performance of continuous medication gap (CMG) for diverse, low-income managed care members with diabetes.MethodsWe conducted this cross-sectional analysis using administrative and clinical data for 680 members eligible for a self-management support trial at a nonprofit, government-sponsored managed care plan. We applied CMG methodology to cardiometabolic medication claims for English- , Cantonese- , or Spanish-speaking members with diabetes. We examined inclusiveness (the proportion with calculable CMG) and selectivity (sociodemographic and medical differences from members without CMG). For validity, we examined unadjusted associations of suboptimal adherence (CMG > 20%) with suboptimal cardiometabolic control.Results429 members (63%) had calculable CMG. Compared with members without CMG, members with CMG were younger, more likely employed, and had poorer glycemic control but had better blood pressure and lipid control. Suboptimal adherence occurred more frequently among members with poor cardiometabolic control than among members with optimal control (28% vs. 12%, P = 0.02).ConclusionsCMG demonstrated acceptable inclusiveness and validity in a diverse, low-income safety net population, comparable with its performance in studies among other insured populations. CMG may provide a useful tool to measure adherence among increasingly diverse Medicaid populations, complemented by other strategies to reach those not captured by CMG.
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- 2015
45. Evaluating diabetes health policies using natural experiments: the natural experiments for translation in diabetes study.
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Ackermann, Ronald T, Kenrik Duru, O, Albu, Jeanine B, Schmittdiel, Julie A, Soumerai, Stephen B, Wharam, James F, Ali, Mohammed K, Mangione, Carol M, Gregg, Edward W, and NEXT-D Study Group
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NEXT-D Study Group ,Humans ,Diabetes Mellitus ,Type 2 ,Program Evaluation ,Research Design ,Health Policy ,United States ,Translational Research ,Biomedical ,Diabetes ,Clinical Research ,Prevention ,Comparative Effectiveness Research ,Health Services ,Prevention of disease and conditions ,and promotion of well-being ,3.1 Primary prevention interventions to modify behaviours or promote wellbeing ,8.3 Policy ,ethics ,and research governance ,Health and social care services research ,Generic health relevance ,Metabolic and endocrine ,Quality Education ,Medical and Health Sciences ,Education ,Public Health - Abstract
The high prevalence and costs of type 2 diabetes makes it a rapidly evolving focus of policy action. Health systems, employers, community organizations, and public agencies have increasingly looked to translate the benefits of promising research interventions into innovative policies intended to prevent or control diabetes. Though guided by research, these health policies provide no guarantee of effectiveness and may have opportunity costs or unintended consequences. Natural experiments use pragmatic and available data sources to compare specific policies to other policy alternatives or predictions of what would likely have happened in the absence of any intervention. The Natural Experiments for Translation in Diabetes (NEXT-D) Study is a network of academic, community, industry, and policy partners, collaborating to advance the methods and practice of natural experimental research, with a shared aim of identifying and prioritizing the best policies to prevent and control diabetes. This manuscript describes the NEXT-D Study group's multi-sector natural experiments in areas of diabetes prevention or control as case examples to illustrate the selection, design, analysis, and challenges inherent to natural experimental study approaches to inform development or evaluation of health policies.
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- 2015
46. Impact of a Pharmacy Benefit Change on New Use of Mail Order Pharmacy among Diabetes Patients: The Diabetes Study of Northern California (DISTANCE)
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Karter, Andrew J, Parker, Melissa M, Duru, O Kenrik, Schillinger, Dean, Adler, Nancy E, Moffet, Howard H, Adams, Alyce S, Chan, James, Herman, Willam H, and Schmittdiel, Julie A
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Health Services and Systems ,Health Sciences ,Clinical Research ,Diabetes ,Aged ,California ,Deductibles and Coinsurance ,Diabetes Mellitus ,Female ,Humans ,Hypoglycemic Agents ,Insurance ,Pharmaceutical Services ,Male ,Middle Aged ,Pharmaceutical Services ,Postal Service ,Socioeconomic Factors ,Mail order pharmacy ,pharmacy benefit designs ,comparative effectiveness ,health disparities ,difference-in-differences ,marginal structural model ,inverse probability treatment weighting ,Comparative effectiveness ,Difference-in-differences ,Health disparities ,Inverse probability treatment weighting ,Marginal structural model ,Pharmacy benefit designs ,Public Health and Health Services ,Policy and Administration ,Health Policy & Services ,Health services and systems ,Policy and administration - Abstract
ObjectiveTo assess the impact of a pharmacy benefit change on mail order pharmacy (MOP) uptake.Data sources/study settingRace-stratified, random sample of diabetes patients in an integrated health care delivery system.Study designIn this natural experiment, we studied the impact of a pharmacy benefit change that conditionally discounted medications if patients used MOP and prepaid two copayments. We compared MOP uptake among those exposed to the benefit change (n = 2,442) and the reference group with no benefit change (n = 8,148), and estimated differential MOP uptake across social strata using a difference-in-differences framework.Data collection/extraction methodsAscertained MOP uptake (initiation among previous nonusers).Principal findingsThirty percent of patients started using MOP after receiving the benefit change versus 9 percent uptake among the reference group (p < .0001). After adjustment, there was a 26 percentage point greater MOP uptake (benefit change effect). This benefit change effect was significantly smaller among patients with inadequate health literacy (15 percent less), limited English proficiency (14 percent less), and among Latinos and Asians (24 and 16 percent less compared to Caucasians).ConclusionsConditionally discounting medications delivered by MOP effectively stimulated MOP uptake overall, but it unintentionally widened previously existing social gaps in MOP use because it stimulated less MOP uptake in vulnerable populations.
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- 2015
47. Wellness Coaching for People With Prediabetes: A Randomized Encouragement Trial to Evaluate Outreach Methods at Kaiser Permanente, Northern California, 2013
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Xiao, Hong, Adams, Sara R, Goler, Nancy, Sanna, Rashel S, Boccio, Mindy, Bellamy, David J, Brown, Susan D, Neugebauer, Romain S, Ferrara, Assiamira, and Schmittdiel, Julie A
- Subjects
Health Services and Systems ,Health Sciences ,Clinical Research ,Prevention ,Clinical Trials and Supportive Activities ,Good Health and Well Being ,Adolescent ,Adult ,Aged ,Aged ,80 and over ,California ,Diabetes Mellitus ,Type 2 ,Electronic Mail ,Female ,Glucose Tolerance Test ,Health Promotion ,Humans ,Insurance ,Health ,Life Style ,Logistic Models ,Male ,Mass Media ,Middle Aged ,Multivariate Analysis ,Odds Ratio ,Outcome Assessment ,Health Care ,Prediabetic State ,Telephone ,Young Adult ,Public Health and Health Services ,Epidemiology ,Health services and systems ,Public health - Abstract
IntroductionHealth coaching can improve lifestyle behaviors known to prevent or manage chronic conditions. Little is known about effective ways to encourage health and wellness coaching among people who might benefit. The purpose of this randomized encouragement trial was to assess the relative success of 3 outreach methods (secured email message, telephone message, and mailed letter) on the use of wellness coaching by people with prediabetes.MethodsA total of 14,584 Kaiser Permanente Northern California (KPNC) patients with diagnosed prediabetes (fasting plasma glucose, 110-125mg/dL) were randomly assigned to be contacted via 1 of 4 intervention arms from January through May 2013. The uptake rate (making an appointment at the Wellness Coaching Center [WCC]) was assessed, and the association between uptake rate and patient characteristics was examined via multivariable logistic regression.ResultsThe overall uptake rate across intervention arms was 1.9%. Secured email message had the highest uptake rate (3.0%), followed by letters and telephone messages (P < .05 for all pairwise comparisons). No participants in the usual-care arm (ie, no outreach) made an appointment with the WCC. For each year of increased age, the estimated odds of the uptake increased by 1.02 (odds ratio [OR] = 1.02; 95% CI, 1.01-1.04). Women were nearly twice as likely to make an appointment at the WCC as men (OR = 1.87; 95% CI, 1.40-2.51).ConclusionOur results suggest that the WCC can recruit and encourage KPNC members with prediabetes to participate in the WCC. Future research should focus on increasing participation rates in health coaching among patients who may benefit.
- Published
- 2015
48. Bringing Patients' Social Context into the Examination Room: An Investigation of the Discussion of Social Influence During Contraceptive Counseling
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Levy, Kira, Minnis, Alexandra M, Lahiff, Maureen, Schmittdiel, Julie, and Dehlendorf, Christine
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Social Work ,Human Society ,Behavioral and Social Science ,Clinical Research ,Prevention ,Contraception/Reproduction ,Adolescent ,Adult ,Aged ,Choice Behavior ,Contraception Behavior ,Contraceptive Agents ,Counseling ,Decision Making ,Family Planning Services ,Female ,Health Knowledge ,Attitudes ,Practice ,Humans ,Information Seeking Behavior ,Middle Aged ,Professional-Patient Relations ,Qualitative Research ,Social Environment ,Social Networking ,Tape Recording ,Paediatrics and Reproductive Medicine ,Public Health and Health Services ,Public Health ,Midwifery ,Public health ,Policy and administration - Abstract
BackgroundAlthough social networks are an increasingly recognized influence on contraceptive use, little is known about if and how social influences are discussed during women's contraceptive counseling visits.MethodsWe performed a mixed-methods analysis of audio recordings of contraceptive counseling visits. We examined predictors of discussion of social influence arising in a contraceptive counseling visit and analyzed the content and process of social influence discussions.ResultsSocial influences were mentioned in 42% of the 342 visits included in the sample, with these discussions most commonly initiated by patients. Younger patients were more likely to have social influence mentioned than older patients. The content of social influence focused on side effects and adverse events, with the sources of influence being predominantly patients' friends and the media, with little input from partners. Providers were more likely to engage around the content of the social influence than the social influence itself.ConclusionThe frequency with which social influence was mentioned in these visits supports the importance of women's social context on their contraceptive decision making. However, the fact that patients initiated the discussion in the majority of cases suggests that providers may not recognize the relevance of these influences or may not be comfortable engaging with them. Increasing providers' ability to elicit and engage patients about their social context with regard to contraception could enhance providers' ability to understand women's contraceptive preferences and provide appropriate counseling to address their specific concerns or questions.
- Published
- 2015
49. A pragmatic cluster randomized clinical trial of diabetes prevention strategies for women with gestational diabetes: design and rationale of the Gestational Diabetes’ Effects on Moms (GEM) study
- Author
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Ferrara, Assiamira, Hedderson, Monique M, Albright, Cheryl L, Brown, Susan D, Ehrlich, Samantha F, Caan, Bette J, Sternfeld, Barbara, Gordon, Nancy P, Schmittdiel, Julie A, Gunderson, Erica P, Mevi, Ashley A, Tsai, Ai-Lin, Ching, Jenny, Crites, Yvonne, and Quesenberry, Charles P
- Subjects
Biomedical and Clinical Sciences ,Health Services and Systems ,Public Health ,Health Sciences ,Reproductive Medicine ,Pediatric ,Obesity ,Diabetes ,Clinical Trials and Supportive Activities ,Clinical Research ,Health Services ,Perinatal Period - Conditions Originating in Perinatal Period ,Prevention ,Nutrition ,Comparative Effectiveness Research ,Prevention of disease and conditions ,and promotion of well-being ,3.1 Primary prevention interventions to modify behaviours or promote wellbeing ,Reproductive health and childbirth ,Cardiovascular ,Metabolic and endocrine ,Good Health and Well Being ,Adolescent ,Adult ,Blood Glucose ,Body Mass Index ,California ,Diabetes Mellitus ,Type 2 ,Diabetes ,Gestational ,Diet ,Directive Counseling ,Female ,Health Promotion ,Humans ,Hypoglycemic Agents ,Life Style ,Motor Activity ,Patient Education as Topic ,Postnatal Care ,Pregnancy ,Prenatal Care ,Research Design ,Telephone ,Weight Gain ,Young Adult ,GDM ,Diabetes prevention ,Cluster randomized clinical trial ,Lifestyle intervention ,Comparative effectiveness ,Nursing ,Paediatrics and Reproductive Medicine ,Public Health and Health Services ,Obstetrics & Reproductive Medicine ,Reproductive medicine ,Midwifery - Abstract
BackgroundWomen with gestational diabetes (GDM) are at high risk of developing diabetes later in life. After a GDM diagnosis, women receive prenatal care to control their blood glucose levels via diet, physical activity and medications. Continuing such lifestyle skills into early motherhood may reduce the risk of diabetes in this high risk population. In the Gestational Diabetes' Effects on Moms (GEM) study, we are evaluating the comparative effectiveness of diabetes prevention strategies for weight management designed for pregnant/postpartum women with GDM and delivered at the health system level.Methods/designThe GEM study is a pragmatic cluster randomized clinical trial of 44 medical facilities at Kaiser Permanente Northern California randomly assigned to either the intervention or usual care conditions, that includes 2,320 women with a GDM diagnosis between March 27, 2011 and March 30, 2012. A Diabetes Prevention Program-derived print/telephone lifestyle intervention of 13 telephonic sessions tailored to pregnant/postpartum women was developed. The effectiveness of this intervention added to usual care is to be compared to usual care practices alone, which includes two pages of printed lifestyle recommendations sent to postpartum women via mail. Primary outcomes include the proportion of women who reach a postpartum weight goal and total weight change. Secondary outcomes include postpartum glycemia, blood pressure, depression, percent of calories from fat, total caloric intake and physical activity levels. Data were collected through electronic medical records and surveys at baseline (soon after GDM diagnosis), 6 weeks (range 2 to 11 weeks), 6 months (range 12 to 34 weeks) and 12 months postpartum (range 35 to 64 weeks).DiscussionThere is a need for evidence regarding the effectiveness of lifestyle modification for the prevention of diabetes in women with GDM, as well as confirmation that a diabetes prevention program delivered at the health system level is able to successfully reach this population. Given the use of a telephonic case management model, our Diabetes Prevention Program-derived print/telephone intervention has the potential to be adopted in other settings and to inform policies to promote the prevention of diabetes among women with GDM.
- Published
- 2014
50. Creating pragmatic, rapid‐cycle, evidence‐based innovation: The Kaiser Permanente Northern California Delivery Science and Applied Research (DARE) program.
- Author
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Corley, Douglas A., Schmittdiel, Julie A., Rouillard, Smita, Chen, Yi‐Fen, and Lieu, Tracy A.
- Abstract
Introduction Methods Results Conclusions Ongoing crises in the quality, affordability, sustainability, value, and equity of U.S. healthcare call for rapid, massive‐scale innovations across multiple specialties. Physician groups and healthcare organizations commit significant monetary and personnel investments for innovation and improvement efforts, but most lack over‐arching systems theory‐supported conceptual frameworks for efficiently coordinating the timely, large‐volume idea generation, refinement, prioritization, evidence development, implementation, and re‐evaluation strategies needed for rapid‐cycle improvements in health care delivery, outcomes, and value.This article describes one large‐scale, generalizable model: The Permanente Medical Group's (TPMG) Delivery Science and Applied Research (DARE) program within Kaiser Permanente Northern California. This organization‐level initiative was designed to: (1) elicit clinical innovation and quality concerns across clinical specialties; (2) prioritize these questions for next‐step evaluations; (3) create dedicated analytic, research, and clinical expertise to rapidly study the questions generated; (4) develop communities of clinician‐researchers, embedded within their specialties' clinical operations, who gather ideas for evaluation, generate evidence, and facilitate implementation of research results (a.k.a. evidence‐based innovators); and (5) broadly disseminate findings, to connect results with potential next‐step implementation.The DARE program and its components rapidly led to more than 200 recently completed or ongoing projects, informed care changes, influenced national guidelines, developed communities of evidence‐based clinician innovators in 15 specialties, and empowered new paths for career diversity and physician wellness. Key factors in the DARE program's success include explicitly defining high‐impact ideas; engaging researchers with analysts experienced with large clinical data systems; developing several research funding mechanisms scaled to project size; prioritizing rapid and efficient project completion; supporting clinician‐investigators embedded within their specialties; and structured organization‐wide dissemination of findings for informing potential implementation.High‐volume, evidence‐based innovation programs can be important, scale‐able, reproducible models for different settings for increasing quality, affordability, sustainability, value, and equity in healthcare and furthering the difficult‐to‐achieve concept of developing sustainable learning healthcare systems. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
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