Indirect Standardization as a Case Mix Adjustment Method to Improve Comparison of Children’s Hospitals’ Antimicrobial Use

Author(s):  
Rachel L Wattier ◽  
Cary W Thurm ◽  
Sarah K Parker ◽  
Ritu Banerjee ◽  
Adam L Hersh ◽  
...  

Abstract Antimicrobial use (AU) in days of therapy per 1000 patient-days (DOT/1000pd) varies widely among children’s hospitals. We evaluated indirect standardization to adjust AU for case mix, a source of variation inadequately addressed by current measurements. Hospitalizations from the Pediatric Health Information System were grouped into 85 clinical strata. Observed to expected (O:E) ratios were calculated by indirect standardization and compared to DOT/1000pd. Outliers were defined by O:E z-scores. Antibacterial DOT/1000pd ranged from 345 to 776 (2.2-fold variation; interquartile range [IQR] 552-679), whereas O:E ratios ranged from 0.8 to 1.14 (1.4-fold variation; IQR 0.93-1.05). O:E ratios were moderately correlated with DOT/1000pd (correlation estimate 0.44; 95% CI 0.19-0.64; p=0.0009). Using indirect standardization to adjust for case mix reduces apparent AU variation and may enhance stewardship efforts by providing adjusted comparisons to inform interventions.

2020 ◽  
Vol 7 (Supplement_1) ◽  
pp. S685-S685
Author(s):  
Rachel Wattier ◽  
Cary Thurm ◽  
Ritu Banerjee ◽  
Ritu Banerjee ◽  
Adam Hersh

Abstract Background Antimicrobial use (AU) measured by days of therapy per 1000 patient-days (DOT/1000pd), the most established metric, varies widely between children’s hospitals despite robust adoption of antimicrobial stewardship. Differences in diagnoses and procedures (case mix) between hospitals are a source of AU variation not included in adjustment methods such as the Standardized Antimicrobial Administration Ratio. In this study, we evaluated an indirect standardization method to adjust children’s hospital AU for case mix. Methods This multicenter retrospective cohort study included 51 children’s hospitals participating in the Pediatric Health Information System database from 2016-2018. All inpatient, observation, and neonatal admissions were included, with a total of 2,558,948 discharges. Hospitalizations were grouped into 83 strata defined based on All Patients Refined Diagnosis Related Groups (APR-DRGs). Observed to expected (O:E) ratios were calculated by indirect standardization of mean antibiotic DOT per case, with expected values from 2016-2018 and observed values from 2018, and compared to DOT/1000pd. Outlier hospitals were defined by O:E z-scores corresponding to below 10th percentile (low outlier) and above 90th percentile (high outlier). Results Antibacterial DOT/1000pd ranged from 345 to 776 (2.2-fold variation from lowest to highest), whereas O:E ratios ranged from 0.8 to 1.14 (1.4-fold variation from lowest to highest) (Figure 1). O:E ratios were moderately correlated with DOT/1000pd (correlation estimate 0.45; 95% CI 0.19-0.64; p=0.0008). Three high outlier hospitals and 6 low outlier hospitals were identified. Examining hospitals with comparably high DOT/1000pd but discordant O:E ratios, differences could be explained by variation in both case mix and condition-specific AU within strata defined by APR-DRGs. Figure 1. Individual hospitals labeled on the X-axis, ordered by level of antibacterial DOT/1000pd (left axis), represented by bars. Diamonds represent O:E ratios derived by indirect standardization (right axis). Outlier hospitals (low and high) are highlighted in yellow. Dashed horizontal lines represent 10th percentile (lower) and 90th percentile (upper) limits of the O:E ratio distribution. Conclusion The observed variation in DOT/1000pd between hospitals is reduced when indirect standardization is applied to account for case mix differences. This approach can be adapted for more specific uses including clinical conditions, patient populations, or antimicrobial agents. Indirect standardization may enhance stewardship efforts by providing adjusted comparisons that incorporate case mix differences between hospitals. Disclosures All Authors: No reported disclosures


2013 ◽  
Vol 34 (12) ◽  
pp. 1252-1258 ◽  
Author(s):  
Jeffrey S. Gerber ◽  
Matthew P. Kronman ◽  
Rachael K. Ross ◽  
Adam L. Hersh ◽  
Jason G. Newland ◽  
...  

Objective.Antimicrobial stewardship programs (ASPs) are recommended to optimize antimicrobial use for hospitalized patients. Although mechanisms for the implementation of ASPs have been described, data-driven approaches to prioritize specific conditions and antimicrobials for intervention have not been established. We aimed to develop a strategy for identifying high-impact targets for antimicrobial stewardship efforts.Design.Retrospective cross-sectional study.Setting and Patients.Children admitted to 32 freestanding children's hospitals in the United States in 2010.Methods.We identified the conditions with the largest proportional contribution to the total days of antibiotic therapy prescribed to all hospitalized children. For the 4 highest-using conditions, we examined variability between hospitals in antibiotic selection patterns for use of either first- or second-line therapies depending on the condition. Antibiotic use was determined using standardized probability of exposure to selected agents and standardized days of therapy per 1,000 patient-days, adjusting for patient demographics and severity of illness.Results.In 2010, 524,364 children received 2,082,929 days of antibiotic therapy. Surgical patients received 43% of all antibiotics. The 4 highest-using conditions—pneumonia, appendicitis, cystic fibrosis, and skin and soft-tissue infection—represent 1% of all conditions yet accounted for more than 10% of all antibiotic use. Wide variability in antibiotic use occurred for 3 of these 4 conditions.Conclusions.Antibiotic use in children's hospitals varied broadly across institutions when examining diagnoses individually and adjusting for severity of illness. Identifying conditions with both frequent and variable antimicrobial use informs the prioritization of high-impact targets for future antimicrobial stewardship interventions.


Author(s):  
Kathleen Chiotos ◽  
Lauren D’Arinzo ◽  
Eimear Kitt ◽  
Rachael Ross ◽  
Jeffrey S. Gerber

OBJECTIVES Empirical broad-spectrum antibiotics are routinely administered for short durations to children with suspected bacteremia while awaiting blood culture results. Our aim for this study was to estimate the proportion of broad-spectrum antibiotic use accounted for by these “rule-outs.” METHODS The Pediatric Health Information System was used to identify children aged 3 months to 20 years hospitalized between July 2016 and June 2017 who received broad-spectrum antibiotics for suspected bacteremia. Using an electronic definition for a rule-out, we estimated the proportion of all broad-spectrum antibiotic days of therapy accounted for by this indication. Clinical and demographic characteristics, as well as antibiotic choice, are reported descriptively. RESULTS A total of 67 032 episodes of suspected bacteremia across 42 hospitals were identified. From these, 34 909 (52%) patients were classified as having received an antibiotic treatment course, and 32 123 patients (48%) underwent an antibiotic rule-out without a subsequent treatment course. Antibiotics prescribed for rule-outs accounted for 12% of all broad-spectrum antibiotic days of therapy. Third-generation cephalosporins and vancomycin were the most commonly prescribed antibiotics, and substantial hospital-level variation in vancomycin use was identified (range: 16%–58% of suspected bacteremia episodes). CONCLUSIONS Broad-spectrum intravenous antibiotic use for rule-out infections appears common across children’s hospitals, with substantial hospital-level variation in the use of vancomycin in particular. Antibiotic stewardship programs focused on intervening on antibiotics prescribed for longer durations may consider this novel opportunity to further standardize antibiotic regimens and reduce antibiotic exposure.


2016 ◽  
Vol 37 (8) ◽  
pp. 967-970 ◽  
Author(s):  
Monika Jelic ◽  
Amanda L. Adler ◽  
Arianna Miles-Jay ◽  
Scott J. Weissman ◽  
Matthew P. Kronman ◽  
...  

We used the Pediatric Health Information System database to assess the use of antibiotics reserved for the treatment of resistant Gram-negative infections in children from 2004 to 2014. Overall, use of these agents increased in children from 2004 to 2007 and subsequently decreased.Infect Control Hosp Epidemiol 2016:37:967–970


2020 ◽  
Vol 7 (Supplement_1) ◽  
pp. S90-S90
Author(s):  
Erin Weslander ◽  
Brandon Shovlin ◽  
Michael D Green

Abstract Background The use of individual prescriber report cards has shown to be an effective strategy in optimizing antimicrobial use in the pediatric outpatient setting. This is more difficult in an inpatient setting with prescribing often being done by a resident, but the decisions regarding antimicrobials are often made by the attending physician. This concept was tackled at a tertiary children’s hospital but was a manual and time-consuming process. The purpose of this review is to compare provider specific antimicrobial use between a manual chart review and an automated report. Methods An automatic report was developed that calculates antimicrobial days of therapy per 1000 patient days for each Pediatric Intensive Care Unit (PICU) attending provider. The software used was Business Objects that interfaces with the Electronic Medical Record. The provider is attached to daily antimicrobial use based on the attending to write a note that day. The provider was attached to patient days based on the number of days per patient they wrote notes. Results One week including 96 patients was chart reviewed and compared to the automated report prospectively. The automatic report days of therapy and patient days per PICU provider were within 10% of the chart review. Two months of the previous manual chart review was compared to the same two months with the automated report, which was also within 10%. Average quarterly hospital PICU antimicrobial days of therapy per 1000 patient days during the calendar year of 2019 in the Pediatric Health Information System (PHIS) were compared quarterly to the automated report, which was also within 10%. Conclusion An automated report that connects the attending to antimicrobial orders by attaching it to the note writer was found to be comparable to manual chart review as well as an average of use for the PICU compared to the national database PHIS. This automation can help decrease workload and optimize efforts for specific interventions and education that can be distributed with the PICU attending antimicrobial use report. Disclosures All Authors: No reported disclosures


2021 ◽  
Vol Publish Ahead of Print ◽  
Author(s):  
Julie Blackburn ◽  
Nicholas Barrowman ◽  
Jennifer Bowes ◽  
Anne Tsampalieros ◽  
Nicole Le Saux

2017 ◽  
Vol 6 (1) ◽  
Author(s):  
Katherine Daignault ◽  
Olli Saarela

AbstractRoutinely collected administrative and clinical data are increasingly being utilized for comparing quality of care outcomes between hospitals. This problem can be considered in a causal inference framework, as such comparisons have to be adjusted for hospital-specific patient case-mix, which can be done using either an outcome or assignment model. It is often of interest to compare the performance of hospitals against the average level of care in the health care system, using indirectly standardized mortality ratios, calculated as a ratio of observed to expected quality outcome. A doubly robust estimator makes use of both outcome and assignment models in the case-mix adjustment, requiring only one of these to be correctly specified for valid inferences. Doubly robust estimators have been proposed for direct standardization in the quality comparison context, and for standardized risk differences and ratios in the exposed population, but as far as we know, not for indirect standardization. We present the causal estimand in indirect standardization in terms of potential outcome variables, propose a doubly robust estimator for this, and study its properties. We also consider the use of a modified assignment model in the presence of small hospitals.


2020 ◽  
Vol 15 (7) ◽  
pp. 403-406
Author(s):  
Vineeta Mittal ◽  
Matt Hall ◽  
James Antoon ◽  
Jessica Gold ◽  
Chen Kenyon ◽  
...  

Intravenous (IV) magnesium is used as an adjunct therapy in management of status asthmaticus with a goal of reducing intubation rate. A recent review suggests that IV magnesium use in status asthmaticus reduces admission rates. This is contrary to the observation of practicing emergency room physicians. The goal of this study was to assess trends in IV magnesium use for status asthmaticus in US children’s hospitals over 8 years through a retrospective analysis of children younger than 18 years using the Pediatric Health Information System database. Outcomes were IV magnesium use, inpatient and intensive care unit admission rate, geometric mean length of stay, and 7-day all-cause readmission rate. IV magnesium use for asthma hospitalization more than doubled over 8 years (17% vs. 36%; P < .001). Yearly trends were not significantly associated with hospital or intensive care unit admission rate or 7-day all-cause readmissions, although length of stay was reduced (P < .001).


Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 341-341
Author(s):  
Courtney Kime ◽  
Jennifer Klima ◽  
Sarah O'Brien

Abstract Abstract 341 Background: A state of equipoise exists in the pediatric hematology community regarding the management of acute immune thrombocytopenic purpura (ITP). While studies have established that ITP treatment raises platelet counts, there is no evidence that treatment prevents serious hemorrhage. Recent guidelines from both an international expert panel and the American Society of Hematology recommend that children with no or mild bleeding be managed with observation alone, and hospitalization be reserved for those with clinically significant bleeding. There are no published data regarding current patterns of inpatient care for pediatric ITP, and the impact of guidelines on clinical practice cannot be determined unless a baseline is established. The objective of this study was to better understand current national practice patterns for acute ITP in United States children's hospitals and investigate regional differences in care. Methods: We examined data from the Pediatric Health Information System, a proprietary database containing clinical and financial data from 43 U.S. children's hospital. Hospitals were divided into regions based on U.S. Census divisions. Data were extracted for all inpatients with ITP (ICD-9 code 287.31) aged 1–18 years discharged in 2008–2010. As our aim was to describe practice patterns for newly diagnosed acute ITP, patients were excluded if they had an ITP-related admission within six months prior to the study period. In patients with multiple ITP admissions during the study period, only the first admission was analyzed. To minimize the number of patients with thrombocytopenia due to other causes (ITP coding errors), we excluded those with other diagnoses associated with thrombocytopenia, such as cancer and lupus. We compared treatment strategies, length of stay, readmissions within 60 days, and total charges by region. Statistical analyses included χ2 tests for categorical outcomes and Kruskal-Wallis tests for ordinal outcomes. Results: Between 2008 and 2010, we identified 2,314 unique patients meeting the study diagnosis of acute ITP (Table). Only 13.1% of patients had an ICD-9 code suggestive of significant bleeding, with epistaxis the most commonly reported symptom. Even in our hospitalized population, <1% of patients had a diagnosis code of intracranial hemorrhage. We identified significant variation (p<0.05) by geographic region in all examined parameters (treatment strategies, length of stay, hospital charges, and likelihood of readmission). In all geographic regions, IVIG was the most utilized treatment strategy. The use of IVIG as a solitary therapy ranged from 66.2% of patients in Pacific states to 85.0% of patients in the West North Central region (MN, MO, KS). Mean length of stay ranged from 1.0–2.0 days among regions, with mean total charges per admission ranging from $12,460 in the New England/Mid-Atlantic region to $21,623 in the West South Central region (AR, LA, TX). Pharmacy costs accounted for 50% of charges. Rates of readmission within 60 days of initial ITP admission ranged from 5.5%-14.4% of patients. Conclusions: This analysis of the Pediatric Health Information System identified geographic variability in the use of ITP therapies and costs of care for children hospitalized with acute ITP in U.S. children's hospitals. While our data source did not allow us to determine platelet count or indication for hospitalization, our results suggest that a large number of children admitted with ITP in recent years did not have clinically significant bleeding, and potentially could have been managed with outpatient observation. Future studies will be able to identify if the number of ITP admissions, costs of care, and geographic variability in care decrease with the dissemination and implementation of recently published clinical guidelines. Disclosures: No relevant conflicts of interest to declare.


2020 ◽  
Vol 41 (5) ◽  
pp. 571-578
Author(s):  
Hannah G. Griffith ◽  
Keerti Dantuluri ◽  
Cary Thurm ◽  
Derek J. Williams ◽  
Ritu Banerjee ◽  
...  

AbstractObjective:To characterize the prevalence of and seasonal and regional variation in inpatient antibiotic use among hospitalized US children in 2017–2018.Design:We conducted a cross-sectional examination of hospitalized children. The assessments were conducted on a single day in spring (May 3, 2017), summer (August 2, 2017), fall (October 25, 2017), and winter (January 31, 2018). The main outcome of interest was receipt of an antibiotic on the study day.Setting:The study included 51 freestanding US children’s hospitals that participate in the Pediatric Health Information System (PHIS).Patients:This study included all patients <18 years old who were admitted to a participating PHIS hospital, excluding patients who were admitted solely for research purposes.Results:Of 52,769 total hospitalized children, 19,174 (36.3%) received antibiotics on the study day and 6,575 of these (12.5%) received broad-spectrum antibiotics. The overall prevalence of antibiotic use varied across hospitals from 22.3% to 51.9%. Antibiotic use prevalence was 29.2% among medical patients and 47.7% among surgical patients. Although there was no significant seasonal variation in antibiotic use prevalence, regional prevalence varied, ranging from 32.7% in the Midwest to 40.2% in the West (P < .001). Among units, pediatric intensive care unit patients had the highest prevalence of both overall and broad-spectrum antibiotic use at 58.3% and 26.6%, respectively (P < .001).Conclusions:On any given day in a national network of children’s hospitals, more than one-third of hospitalized children received an antibiotic, and 1 in 8 received a broad-spectrum antibiotic. Variation across hospitals, setting and regions identifies potential opportunities for enhanced antibiotic stewardship activities.


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