impact of ehr design and operational procedures on health ......ehr data more complete than claims...
TRANSCRIPT
Impact of EHR design and operational procedures on
health care data for research EdgarChou,MD
ChiefValueOfficer/ChiefMedicalInformaticsOfficerDrexelUniversityCollegeofMedicine
September29,2016
Objectives
• UnderstandtheunderlyingdriversforElectronicHealthRecordDesign
• UnderstandthedriversthatimpactdataintegrityintheElectronicHealthRecord
• Understandthelimitationsofdatasets
DISCLOSURE STATEMENT
• Nonetoreport
Drexel University College of Medicine: Drexel Medicine • Multispecialtyambulatorypractice• 250Physicians• 17subspecialties• 500Residents/Fellows• 1000medicalstudents• 1000staff• 300,000outpatientvisitsperyear• ImplementationofEHRin2007
How did we get to this point?
http://www.hermes-press.com/SP17.jpg,AccessedOctober31,2014
Crossing the Quality Chasm - 2001
• 6AimsofHealthcare:• Shouldbe:
• Safe• Effective• PatientCentered• Timely• Efficient• Equitable
Crossing the Quality Chasm
• Tobepursuedby:• HealthCareorganizations• ProfessionalGroups• PrivatePurchasers• PublicPurchasers
• Goals:• Reducetheburdenofillness,injuryanddisabilitytoimprovethehealthandfunctioningof[ourpopulation]
Crossing the Quality Chasm
• Patientassourceofcontrol• Sharedknowledgeandfreeflowofinformation• Evidencebaseddecisionmaking• Safetyasasystemproperty• Needfortransparency• Anticipationofneeds• Decreaseinwaste• Cooperationamongstclinicians
Slides on US healthcare spending
OECD=OrganizationforEconomicCo-operationandDevelopment(internationalorganizationof34countriesfoundedin1961tostimulateeconomicprogressandworldtrade)
“Once again, U.S. has most expensive, least effective health care system in survey” – The Washington Post, June 16, 2014
http://www.washingtonpost.com/news/to-your-health/wp/2014/06/16/once-again-u-s-has-most-expensive-least-effective-health-care-system-in-survey/,AccessedOctober31,2014
Meaningful Use
CentersforMedicare&Medicaid.2011.Accessedfrom:https://www.cms.gov/Regulations-and-Guidance/Legislation/EHRIncentivePrograms/Downloads/CQM_Webinar_10-25-2011.pdf
Meaningful Use Summary
http://www.advisory.com/~/media/Advisory-com/Research/ITSC/Resources/Posters/2012/2014-Edition-MU-Whiteboard_2%2010%2014.pdf
Adoption of Electronic Health Reords
https://www.healthit.gov/sites/default/files/data-brief/2014HospitalAdoptionDataBrief.pdf,lastaccessedSeptember13,2016
Triple Aimà Quadruple Aim • “improvingtheexperienceofcare,improvingthehealthofpopulations,andreducingpercapitacostsofhealthcare”–TheInstituteforHealthCareImprovement,2012
HealthoftheProvider
Quality Payment Program: Merit Incentive Payment System (MIPS)
Element Was… Weight FutureWeight
ReportingMethod
Quality PatientQualityReportingSystem(PQRS)
50% 30% Registry/QCDR/WebInterface(248patients)
Resource PhysicianValue-PQRS(PV-PQRS)/ValueModifier(VM)
10% 30% Claims
ClinicalPracticeImprovementActivity(CPIA)
Didn’texistbefore 15% 15% Registry/QCDR
AdvancingCareInformation(ACI)
MeaningfulUse(MU) 25% 25% Registry/QCDR
https://www.gpo.gov/fdsys/pkg/FR-2016-05-09/pdf/2016-10032.pdf,lastaccessedJuly12,2016
Time in the EHR measured
• Forevery1hourofclinicalcaredelivered,2additionalhoursofclerical/documentationworkintheoffice
• Anadditional1-2hoursofworkoccurathome• Increasedriskforphysicianburnout• Increasedriskforlowerqualitycare(anddocumentation…)
http://annals.org/article.aspx?articleid=2546704,lastaccessedSeptember14,2016
Medical Education • OnejustneedstolookathowphysiciansaretrainedinfurtherunderstandingthedatacollectedinEHRs
• “90%ofdiagnosescomefromadetailedhistory”• Identifythereasonforvisit(ChiefComplaint)• Discussthedetailsregardingthecomplaint(e.g.timing,severity,associatedsignsandsymptoms)
• ContributoryFamily,Medical,SocialHistory,SurgicalHistory• ReviewofOrganSystemstoidentifyotherrelatedissues• PhysicalExam• Assessment(synthesisoftheinformationgathered)• Plan
Documentation and Billing
• Completedocumentationreflectstheperformanceofthephysicianwiththepatientandfollowsaregimentedsetofguidelines
• 1995EvaluationandManagementguidelines• ChiefComplaint(CC)• HistoryofPresentIllness(HPI)• PastFamily,Medical,SocialHistory• ReviewofSystems(ROS)• PhysicalExam• Assessment• Plan
https://www.cms.gov/Outreach-and-Education/Medicare-Learning-Network-MLN/MLNProducts/Downloads/eval_mgmt_serv_guide-ICN006764TextOnly.pdf,Lastaccessed8/13/16
Evaluation and Management Guidelines • DocumentationmayeitherbeinHPIorspecificsections:Duplication!
http://www.aafp.org/fpm/2010/0300/p22.html,lastaccessed9/6/16
Electronic Progress Notes
• Benefits:• Legible• Betterqualitynotes
• Shortfalls• NoteBloat
• Improperuseof“CutandPaste”withduplicationwithoutupdating• SingleClicktemplates“Allnormal”
Documentation approaches vary…
FREETEXTGOESHERE
SINGLECLICKOPTIONS
Data Integrity
• Dataintegrityreferstotheoverallcompleteness,accuracyandconsistencyofdata.
Data input: If you’ve seen one physician… • you’veseenonephysician… Coronary Artery Disease
CAD Heart Failure Heart Disease HF CHF Congestive Heart Failure Low Ejection Fraction ASCVD Myocardial infarction MI MI s/p stent MI s/p PTCA MI s/p balloon angioplasty CABG Coronary Artery Bypass Graft CHF with EF<55% CHFpEF Ischemic Cardiomyopathy
ALLSCRIPTS ENTERPRISE V11.2.3
LABCORPINDEPENDENT LAB VENDOR
HUH: CERNPATHPATHOLOGYInpatient and
Outpatient results
QUESTINDEPENDENT LAB VENDOR
HUH: HPF: OPERATIVE REPORTS
HUH: PACSWEB LINK: URL
HUH: IDXRADRADIOLOGY
Outpatient radiology results only
HUH: SUNQUEST LABS
Oupatient lab results only
Bidirectional
Bidirectional
UnidirectionalConnect R
Unidirectional Ensemble
UnidirectionalConnectR
HUH: HPF: DISCHARGE SUMMARIES
(Future goal: Task PCP)
Unidirectional (Future Goal: Bidirectional)Open Link
IDX (Centricity)Practice Management System
V5.0Unidirectional to Allscripts: Demographics, Visit Type,
Appointment Status, Preferred method of communication
Charges from Allscripts
HUH: PBARREGISTRATION
SYSTEM
PBAR Thru Connectr
AnyEHR
Most organizations are not like Kaiser Permanente… • Datasourcescomefromdisparatesources
• Payers• Hospitals• Otherhealthcaresystems• AncillaryServices
• HomeHealth• NursingHomes• SkilledNursingFacilities• LabVendors
Data Integrity • InaccurateReporting
• Sensitivityofreportingrangingfrom46-98%permeasure
1AnnInternalMed.2013,158:77-83.
EHR Data more complete than claims
• AnalysisofdiabeticsusingclaimsdatavsdataextractedfromtheEHR• Claimsdataonlyidentified75%ofexistingdiabetics• EHRdataidentified97%ofexistingdiabetics
JAmMedInformAssoc.2007Jan-Feb;14(1):10-5.Epub2006Oct26
83yo with PMHx CAD, atrial fibrillation, MR s/p MVR, DM, HTN, CHF with EF=45%, urinary incontinence presents for followup.
83yo with PMHx CAD, atrial fibrillation, MR s/p MVR, DM, HTN, CHF with EF=45%, urinary incontinence presents for followup.
SUMMARY:34problemsLimitof10submissionsforMedicareClaims(usedtobe4)Diagnosesneedtobesubmittedannuallyforpatients(impactsriskscores)
Documented Plan
Charge Capture
Additional means of data capture
Improving the Health of a Population: Data and Patient Quality Reporting System (PQRS)
• CaseStudy:• PQRSMeasure#7:BetablockertherapyforPriorMyocardialInfarctionorLeftVentricularSystolicDysfunction(LVEF<40%)
• Howwouldyoufindthisinformation?• PQRSreliesonbillingcodes(ICD-10-formerlyICD-9)
• Additionalbackground:• LeftVentricularSystolicDysfunctiondoesnothaveabillingcode
• Requiresadditionalbillingcode:G8694• PatientQualityReportingSystemresultsreportednationallyin2014forconsumerstoallowcomparisonwithotherorganizations
• ValueBasedModifierprogram–Paymenttotheorganizationwillbebasedonperformanceonqualitymeasures
• Whatconcernswouldyouhaveforyourorganization?• Potentialriskfor1)pooroutcomesfalselyattributedsolelybasedonextractiontechnique;2)lowerreimbursements
Data and Predictive Analytics
https://upload.wikimedia.org/wikipedia/commons/f/f9/Poland._Trash_002.JPG;lastaccessed9/14/16
http://www.ghymcablog.org/blog1-wp/wp-content/uploads/2013/05/lemonade.jpg;lastaccessed9/18/16
What’s happening?
http://www.cleveland.com/healthfit/index.ssf/2014/10/cleveland_clinic_ibm_to_begin.html,AccessedNovember1,2014
How to improve?
• Understandthedatasourcesandmethodsofdataentrytounderstandthelimitationsofthedatarequested
• Lessfocusonprogramsthatdonotnecessarilyimprovequality
Additional Sources of Data and Future Applications • HealthShareExchanges• PrecisionMedicine• AdvancementsinArtificialIntelligence