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Browsing by Author "Nutakki, Kavitha"
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Item Database queries for hospitalizations for acute congestive heart failure: flexible methods and validation based on set theory(Oxford University Press, 2014-03-01) Rosenman, Marc; He, Jinghua; Martin, Joel; Nutakki, Kavitha; Eckert, George; Lane, Kathleen; Gradus-Pizlo, Irmina; Hui, Siu L.; Department of Pediatrics, IU School of MedicineBackground and objective Electronic health records databases are increasingly used for identifying cohort populations, covariates, or outcomes, but discerning such clinical ‘phenotypes’ accurately is an ongoing challenge. We developed a flexible method using overlapping (Venn diagram) queries. Here we describe this approach to find patients hospitalized with acute congestive heart failure (CHF), a sampling strategy for one-by-one ‘gold standard’ chart review, and calculation of positive predictive value (PPV) and sensitivities, with SEs, across different definitions. Materials and methods We used retrospective queries of hospitalizations (2002–2011) in the Indiana Network for Patient Care with any CHF ICD-9 diagnoses, a primary diagnosis, an echocardiogram performed, a B-natriuretic peptide (BNP) drawn, or BNP >500 pg/mL. We used a hybrid between proportional sampling by Venn zone and over-sampling non-overlapping zones. The acute CHF (presence/absence) outcome was based on expert chart review using a priori criteria. Results Among 79 091 hospitalizations, we reviewed 908. A query for any ICD-9 code for CHF had PPV 42.8% (SE 1.5%) for acute CHF and sensitivity 94.3% (1.3%). Primary diagnosis of 428 and BNP >500 pg/mL had PPV 90.4% (SE 2.4%) and sensitivity 28.8% (1.1%). PPV was <10% when there was no echocardiogram, no BNP, and no primary diagnosis. ‘False positive’ hospitalizations were for other heart disease, lung disease, or other reasons. Conclusions This novel method successfully allowed flexible application and validation of queries for patients hospitalized with acute CHF.Item Effectiveness of Cross‐cultural Education for Medical Residents Caring for Burmese Refugees(Wolters Kluwer, 2016-09) McHenry, Megan S.; Nutakki, Kavitha; Swigonski, Nancy L.; Pediatrics, School of MedicineBackground: Limited resources are available to educate health professionals on cultural considerations and specific healthcare needs of Burmese refugees. The objective of this study was to determine the effectiveness of a module focused on cross-cultural considerations when caring for Burmese refugees. Methods: A brief educational module using anonymously tracked pre- and post-intervention, self-administered surveys was developed and studied. The surveys measured pediatric and family medicine residents' knowledge, attitudes, and comfort in caring for Burmese refugees. Paired t-tests for continuous variables and Fisher's exact tests for categorical variables were used to test pre- and post-intervention differences. We included open-ended questions for residents to describe their experiences with the Burmese population. Results: The survey was available to 173 residents. Forty-four pre- and post-intervention surveys were completed (response rate of 25%). Resident comfort in caring for Burmese increased significantly after the module (P = 0.04). Resident knowledge of population-specific cultural information increased regarding ethnic groups (P = 0.004), appropriate laboratory use (P = 0.04), and history gathering (P = 0.001). Areas of improved resident attitudes included comprehension of information from families (P = 0.03) and length of time required with interpreter (P = 0.01). Thematic evaluation of qualitative data highlighted four themes: access to interpreter and resources, verbal communication, nonverbal communication, and relationship building with cultural considerations. Discussion: A brief intervention for residents has the potential to improve knowledge, attitudes, and comfort in caring for Burmese patients. Interventions focused on cultural considerations in medical care may improve cultural competency when caring for vulnerable patient populations.Item Speech difficulties and patient health communication mediating effects on worry and health‐related quality of life in children, adolescents, and young adults with Neurofibromatosis Type 1(Wiley, 2019-08) Varni, James W.; Nutakki, Kavitha; Swigonski, Nancy L.; Health Policy and Management, School of Public HealthThe objective was to investigate the serial mediating effects of speech difficulties, patient health communication, and disease‐specific worry in the relationship between neurofibromatosis (NF) symptoms (pain and skin symptoms) and total generic health‐related quality of life (HRQOL) in children, adolescents, and young adults with NF Type 1 (NF1) from the patient perspective. The Speech, Communication, Worry, Pain, Skin Itch Bother, and Skin Sensations Scales from the Pediatric Quality of Life Inventory (PedsQL) NF1 Module and the PedsQL 4.0 Generic Core Scales were completed in a multi‐site national study by 305 patients ages 5–25 years. A serial multiple mediator model analysis was conducted to test the hypothesized sequential mediating effects of speech difficulties, health communication, and worry as intervening variables in the association between NF1 symptoms and HRQOL. Symptoms predictive effects on total generic HRQOL were serially mediated by speech difficulties, patient health communication, and worry. In predictive analytics models utilizing hierarchical multiple regression analyses with age and gender demographic covariates, the pain, skin itch bother, and skin sensations multiple mediator models accounted for 61%, 59%, and 56% of the variance in generic HRQOL (p < .001), reflecting large effect sizes. Speech difficulties, patient health communication, and disease‐specific worry explain in part the mechanism of symptoms predictive effects on total generic HRQOL in pediatric patients with NF1. Identifying NF1‐specific predictors and serial mediators of total generic HRQOL in pediatric patients with NF1 from the patient perspective enables a patient‐centered comprehensive care approach for children, adolescents, and young adults with NF1.