Nurse Use of a Clinical Decision Support Tool and Patient Outcomes
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1 Nurse Use of a Clinical Decision Support Tool and Patient Outcomes Penny Hollander Feldman, PhD Margaret McDonald, MSW Yolanda Barron, MS Timothy Peng, PhD Sridevi Sridharan, MS Melissa Trachtenberg, BS Liliana Pezzin, PhD JD VNSNY Center for Home Care Policy and Research Academy Health Annual Research Meeting Orlando FL, June
2 Background Managing medications in home health care is challenging and resource intensive Patients have: Multiple comorbid conditions High number of medications, prescribed by multiple MDs Complex medication regimens Medication adherence issues Medication side effects Medication complexity has been identified as an independent contributor to unplanned hospitalizations ti and ED visits it 2
3 The IMPACT Study Cluster randomized study to examine the relative effectiveness/cost effectiveness of a clinical decision support (CDS) intervention to improve the management and outcomes of patients with complex medication regimens Aims to assess: 1. Nurses use of the CDS 2. Patient outcomes 3. Cost effectiveness 3
4 Study Design Nurse-level randomization Control group: usual home care No contact by study group Intervention group Nurses received the following for all patients t who had high h medication complexity: o Clinical alert o Access to an electronic decision support tool that was integrated into the electronic health record o Patient educational material Nurses kept their randomized assignment throughout Patient group assignment was based on the nurse who was designated as their coordinator of care 4
5 Methods Patient eligibility: entered home care with a Medication Regimen Complexity Index ( MRCI *) score that was considered high risk ( 24.5) based on: Dosing Frequency Routes of Administration Special Instructions Data sources: Medication and assessment data collected as part of usual care Documentation in the electronic health record *George et al., Ann Pharmacother 2004;38:
6 Analysis 1. Intent to treat analysis from cluster randomized trial Comparison of patient outcomes between usual care and intervention groups 2. Intervention group sub-analysis Nurse and patient characteristics associated with Clinical Decision Support (CDS) use Association between CDS use and patient outcomes 6
7 IMPACT Study: Nurse/Patient Flow 7
8 Intent to Treat Analysis 8
9 Intent to Treat Analysis Outcome Measures 1. Reduction in Medication Complexity (MRCI < 24.5) 2. ED use 3. Hospitalization Models o Logistic regression models predicting the 3 patient outcomes, adjusted by patient and nurse characteristics Generalized Estimating Equations (GEE) to adjust for clustering at the nurse level Adjustment for patient characteristics that differed significantly across study groups 9
10 Patient Outcomes by Study Group: Intent to Treat Analysis Adjus sted redicted % of Patients 25% 20% 15% 10% 6.2% 6.2% 16.7% 16.5% 21.1% 1% 19.7% P 5% 0% MRCI < 24.5 ED use Hospitalization Usual Care (N=5369) Intervention (N=2550) 10
11 CDS Use Analysis 11
12 CDS Use Analysis CDS use was not randomized o Certain nurses chose to use CDS while others did not o Nurses chose to use CDS with certain patients but not with others Propensity scores, defined d as the conditional probability bilit of CDS use given nurse and patient characteristics, were used to balance patient and nurse characteristics in the two groups and reduce potential bias through regression adjustment Propensity scores were used as covariates in logistic regression models when estimating the effect of CDS use on outcome measures 12
13 CDS Use in Intervention Group 82% of the 165 intervention nurses used CDS at least once Nurses used CDS with 42% of the 2550 patients in the intervention 13
14 Nurse Characteristics and Likelihood of CDS Use More likely Older age Higher number of years of employment Less likely Working as a per diem nurse Higher number of patients in the study 14
15 Patient Characteristics and Likelihood of Nurses CDS use More likely Higher number of medications Discharge from inpatient rehabilitation hospital within 14 days of home care admission Hypertension Dx Cardiac condition Dx Stroke Dx Shortness of breath Longer length of stay in home care Higher number of RN visits Less likely African-American race Medicaid beneficiary Private insurance Cancer Dx Higher number of chronic conditions Change in coordinator of care nurse 15
16 Patient Outcomes by CDS use Adjus sted Pre edicted % of Patients 25% 20% 15% 10% 5% 4.5% * 8.1% 17.1% 15.9% 21.3% * 17.9% 0% MRCI < 24.5 ED use Hospitalization No CDS use (N=1474) CDS use (N=1076) * p <
17 Cost Savings in Hospitalizations We observed a reduction of hospitalizations of 3.4 percentage points (87 patients) when CDS was used. This decrease represented average savings of $834,156 assuming an average cost for hospitalization stay of $9,588* in *source: CMS Medicare and Medicaid Statistical Supplement
18 Conclusions Intent to treat analysis found no intervention effect. CDS use, adjusted d for propensity scores, was associated with lower hospitalization rates. Use was limited Affected by both nurse and patient characteristics some remediable and some not Potentially remediable: o Use of per diem versus salaried nurses o Changes in nurse coordinator of care o Patient length of stay 18
19 Implications for Policy, Delivery and Practice Limited empirical research is available to understand factors affecting: Nurses CDS use Impact of CDS use on patient outcomes Our findings suggest that CDS use and patient outcomes could potentially be improved by: Improving continuity of care Avoiding very short lengths of stay Increasing per diem nurses knowledge, comfort and motivation to use IT 19
20 Acknowledgments Primary Funding Source Agency for Healthcare Research and Quality, U.S. Department of Health and Human Services, Grant R18 HS Improving Medication Practices and Care Transitions Through Technology P.H. Feldman, P.I. 20
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