Achieving Affordability with Visual Analytics; Variation Reduction as a Tool to Engage Clinicians
Ingenix User Conference
May 2011
Michael van Duren, M.D., MBA
Sutter Health
A Project of the Sutter Medical Network
and Sutter Physician Services
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Achieving Affordability with Visual Analytics; Variation Reduction as a Tool to Engage Clinicians
1. Achieving Affordability with Visual AnalyticsVariation Reduction as a Tool to Engage Clinicians Ingenix User Conference May 2011 Michael van Duren, M.D., MBA Sutter Health A Project of the Sutter Medical Network and Sutter Physician Services
26. How To Engage Physicians Respect their intelligence & time Trust their motives Adult learning: peer setting Solution: variation reduction program 7
27. Variation Reduction Program Components Leadership Which is the most important component? Remove any one and it wonāt workā¦
29. Purpose for Data Sharing ļ Practical Implications Show clinicians how they differ from each other Must be: Apples to apples Simple and explainable Clinically relevant Compelling: āAha, I see what I need to changeā ETGs with drill down accomplishes all this Hi-Lo Variation is typically 100 - 300% Therefore data needs only to be directionally correct Attribution: anything less than 50% loses credibility 10
30. Data Issues for Provider Groups vis-Ć -vis Plans Less complete data HMO: claims, but only for the risk that groups took Excludes facility costs (not a problem , but beware low cost outliers) Excludes out of network, behavioral health, negotiated carve outs, etc PPO: billing data, but only for care that was provided Pharmacy: only what is provided by HMOs More complete data Clinical sources Outcome data: Blood Pressure, A1c, LDL Rx written, not just filled More recent data: yesterday 11
31. Clinicians Are Very Discerning re Value of ETGs Problematic areas discovered: Hernias All types (inguinal, abdominal, hiatal) together Gyn tumors Uterus and ovaries grouped together Gyn irregular bleeding Postmenopausal bleeding not distinct Knee procedures Total knee and arthroscopy cases grouped together 12
32. Provider Network Clinical Integration Issues Competitors can not share pricing Work with data stripped of all pricing Uniform charge master applied to all data Multiple data sources Lab vendors Pathology contractors Surgery at multiple sites Integrate all payers Changing systems
34. Why Is Visual Data Display So Important? Can not afford distractions: Accuracy Methodology Detailed questions 15
35. Why Is Visual Data Display So Important? 16 Must be all right brain, gut level, intuitive āAha, I see I am an outlier. I know what I should do differently!ā Need to achieve this in seconds, without words
40. How to Speak to the Right Brain? Visual data; not words or numbers Message must jump out on its own Remove all extraneous text Personal impact Change desired must be obvious 21
63. Contextualist Approach Deductive Approach COMPLIANCE Contextualist Approach EMPOWER Copyright 2009 VHA Inc. All rights reserved. Authorized use of this content is limited to reading and analyzing the content for its internal use, printing a copy of any page for its internal use and disclosing the content to other VHA alliance members . For internal VHA member use only.
67. Guiding principles for VR facilitation Transparency ā names not blinded Use natural competitiveness in a playful way Talking about affordability is ok and necessary (āI am not going to apologizeā) Must lead to a āprojectā ā must result in an improved outcome this requires some nudging Improvise, Adapt, Think Fast
69. Reactions from Physicians āI haven't had this much fun since residencyā āI have been waiting for this for ten yearsā āThat was a lot more fun than I expected from the title of the meetingā āWhen are you guys coming back?ā 49
71. Variation Reduction Program Components Phases Introduce and orient dept chair Meet with whole dept (5-15) Explore various ideas, dig & clarify Narrow selection to one project Write charter, define goals, commit to interventions Track progress, modify interventions
72. Improvement Project Sequence Use SCPA to identify variation reduction opportunities Clinicians agree on a standard and define performance metrics Clinicians agree to launch an improvement project
74. Problem Statement What is the problem we are solving for? Duration, where, what, why In [time period], there were [count] patients with [diagnosis] who experienced [what undesirable care was done] and this is a problem, because [impact].
75. Problem Statement In 2010, 55% of 1182 patients with new onset Sinusitis were treated with antibiotics, other than Amoxicillin. This resulted in unnecessary pharmaceutical costs.
76. Goal Statement - AIM [increased/decreased] [metric] from [baseline]to [goal level] as measured by [XX] by [when]. Specific Measurable Achievable Reasonable Time bound
77. Goal Statement - AIM Increase the percent of patients with new onset sinusitis that receive treatment with Amoxicillin from 45% to 62% by the end of 2011. Reduce the average cost of initial antibiotic treatment for Sinusitis from $57 to $45 by the end of 2011.
80. Primary Metric How will you know youāve made an improvement Rate is percent of numerator/denominator Denominator: [all patients with x] Numerator: [patients who received treatment x] Inclusions/exclusions Balance metric (how do we check that we are not causing harm?) Associated quality or outcome metric?
81. Project Metric Name of metric: Percent of all patients prescribed Amoxicillin as 1st line antibiotic for treatment of sinusitis Numerator: number of sinusitis patients prescribed Amoxicillin Denominator: all Sinusitis patients with antibiotic prescription 61
82.
83. Anybody with any of the diagnoses in the prior 30 days (so that we are looking only at NEW onset sinusitis)
88. No sinusitis in prior 12 monthsInclusion criteria for diagnosis: 461 P ACUTE SINUSITISĀ 461.0 ACUTE MAXILLARY SINUSITISĀ 461.1 ACUTE FRONTAL SINUSITISĀ 461.2 ACUTE ETHMOIDAL SINUSITISĀ 461.3 ACUTE SPHENOIDAL SINUSITISĀ 461.8 OTHER ACUTE SINUSITISĀ 473 P CHRONIC SINUSITISĀ 473.0 CHRONIC MAXILLARY SINUSITISĀ 473.1 CHRONIC FRONTAL SINUSITISĀ 473.2 CHRONIC ETHMOIDAL SINUSITISĀ 473.3 CHRONIC SPHENOIDAL SINUSITISĀ 473.8 OTHER CHRONIC SINUSITISĀ 473.9 UNSPECIFIED SINUSITISĀ 62
89. Expected Benefit Improved affordability Improved consistency Enhanced adherence with clinical guidelines / best practices
90. Implementation Plan 1st test of change (what are the changes you plan to make? How will they be implemented?) Who, what, when, where
91. Implementation Plan First āTest of Changeā Communicate to all ----- providers in meeting 4/1/2011 Distribute monthly run charts to individuals Work on smart set for Epic / consistent documentation Create guideline for consistent diagnosis of sinusitis: e.g. purulent discharge (Dr W----- & Dr L----) Other ideas (on hold for the future): Patient education āwhy you are seeing your ENT and still getting Amoxicillinā Also education for ER Address outliers Epic BPA Otherā¦
92. Balance measure Cure rate? Are we seeing more failures on Amox? Return within 30 days for same diagnosis? Track baseline, see if it changesā¦
98. Additional Analytics Tools Needed Add in EMR data More recent All payers Has outcome data Progress over time (SPC) Simple drug comparisons of cost (3 bar) Bubble chart
Key Point: Value of understanding problems within context and involving key users in the problem solving processIssue is not what initially presentsļ”Issue lies hidden in actual situation, not pre-definedļ”Turn to context to uncover and then define issueObserve to understand the context we work in and the context our patients receive care in. By understanding the context we can more successfully uncover opportunities to improve practiceStory: