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Overview'of'Clinical'Decision'Support'and'Knowledge'
Management'Roberto'A.'Rocha,'MD,'PhD,'FACMI'
Clinical'Informa9cs'Director,'Partners'eCare,'Partners'Healthcare'System'
Assistant'Professor'of'Medicine'Division'of'General'Internal'Medicine'and'Primary'Care,'Department'of'Medicine,'Brigham'and'Women’s'Hospital,'Harvard'Medical'School'
Big%Data%in%Healthcare:%The%Impact%on%Healthcare%Quality,%Cost%and%Access%in%China%=%April%18=19,%2016%=%%
Overview'
• Background'– Clinical'Decision'Support'(CDS)'modali9es'
– Examples'from'Partners'HealthCare'
• Knowledge'Management'(KM)'
– KM'program,'challenges,'opportuni9es'
– Assets'and'tools'used'at'Partners'HealthCare'• Conclusions'
– Successful'program,'care'workflow,'sharing'
Modalities'of'CDS'
• Reference'knowledge'selec%on(and'retrieval(– e.g.,'infobuQons,'crawlers'(indexing)'
• Informa9on'aggrega%on(and'presenta%on(– e.g.,'summaries,'reports,'dashboards'
• Data'entry(assistance(– e.g.,'forcing'func9ons,'calcula9ons,'evidenceRbased'templates'for'
ordering'and'documenta9on'
• Event(monitors(– e.g.,'alerts,'reminders,'alarms'
• Care'workflow(assistance(– e.g.,'protocols,'care'pathways,'prac9ce'guidelines'
• Descrip%ve(or'predic%ve(analy9cs'– e.g.,'diagnosis,'prognosis,'treatment'planning,'treatment'outcomes'
3(
CDS:(infobu?ons(
Informa9on'about'
“Depression”'
CDS:'alerts'for'medication'ordering'
5(
CDS:'interruptive'alert'with'action'
Clinician'must(cancel'current'order'or'discon9nue'preRexis9ng'order'
CDS:'geriatric'medication'dosing'
7(
CDS:'preventive'care'reminders'
8(
CDS'key'challenges'
• Reliable'change(management(– Revisions'with'preserva9on'of'dependencies'– Efficient'propaga9on'of'changes'
– Preserva9on'of'meaning'(intent)'
• High'scalability(– Ability'to'handle'mul%ple(clinical'condi9ons'with'reasonable'development'and'maintenance'costs'
– Adop9on'of'distributed'and'collabora%ve(cura%on(framework'(easy'to'create'and'deploy)'
– Maximize'reusability'and'maintainability'
KNOWLEDGE'MANAGEMENT'(KM)'
KM'Program'
• Systema%c(and'sustainable(acquisi9on,'adapta9on'(localiza9on),'and'management'of'knowledge'assets'for'different'“modali9es”'of'CDS'
• Includes'the'adapta%on(of'“reference”'knowledge'to'reflect'local'and'ins9tu9onal'requirements,'
resources,'and'priori9es'
• Follows'a'wellRdefined'lifecycle,'including'specific'stages'for'documenta9on,'tes9ng,'and'monitoring'–'supported'by'integrated'set'of'tools'and'resources'
Rocha'RA,'Maviglia'SM,'Sordo'M,'Rocha'BH.'Clinical'knowledge'management'program.'In:'Greenes'RA,'editor.'Clinical'Decision'Support'R'The'Road'to'Broad'Adop9on'(Second'Edi9on).'Burlington:'Academic'Press;'2014.'p.'773R817'
Implementation'of'CDS'modalities(
CDS'modality( Types'of'Knowledge'Assets(
1.'Information'selection'and'
retrieval'Reference'
2.'Information'aggregation'and'
presentation' Actionable'3.'Data'entry'
assistance'
4.'Event'monitors'
Executable'
5.'Care'workflow'assistance'
6.'Descriptive'or'predictive'modeling'
Cost'
Ava
ilability'
Complex
ity'
Maint
aina
bility'
12(
Scope'(assets)'@'Partners'
Inventory'of'Knowledge'Assets'Managed'Centrally'at'Partners'(1/2)'
Rocha'RA,'Maviglia'SM,'Sordo'M,'Rocha'BH.'Clinical'knowledge'management'program.'In:'Greenes'RA,'editor.'Clinical'Decision'Support'R'The'Road'to'Broad'Adop9on'(Second'Edi9on).'Burlington:'Academic'
Press;'2014.'p.'773R817'
Inventory'of'Knowledge'Assets'Managed'Centrally'at'Partners'(2/2)'
Rocha'RA,'Maviglia'SM,'Sordo'M,'Rocha'BH.'Clinical'knowledge'management'program.'In:'Greenes'RA,'editor.'Clinical'Decision'Support'R'The'Road'to'Broad'Adop9on'(Second'Edi9on).'Burlington:'
Academic'Press;'2014.'p.'773R817'
Knowledge'Engineering'challenges'
• LaborRintensive'acquisi%on(process'(SMEs)'
• Inability'to'achieve'proper'domain(coverage(• Rudimentary'tools(&'resources(• Costly(and'inefficient(maintenance'
• WellRtrained'personnel'equipped'with'efficient'tools'and'
processes'
• Distributed'and'collabora%ve(ac%vi%es(–'i.e.'coopera9on'across'teams'and'ins9tu9ons'
– Common'tools,'processes,'and'standards'
Implementation'challenges'
• Data(availability'• Data'not'coded,'coded'inconsistently,'not'enough'detail'(codes)'
• Large'number'of'dependencies'(frequency'of'changes)(• Data'defini9ons,'classifica9ons,'EHR'configura9on,'new'evidence'
• Rudimentary'tools((edi9ng)'• Incorrect'logic,'missing'values,'related'rules,'automated'valida9on'
• Labor'intensive'tes%ng(• Posi9ve'and'nega9ve'tests,'regression'tes9ng,'automated'tes9ng'
• EHR(system'or'integrated'CDS'engine'
• Limited'integra9on'op9ons,'complex'configura9on,'peculiar'features'
Rocha'RA,'Maviglia'SM,'Sordo'M,'Rocha'BH.'Clinical'knowledge'management'program.'In:'Greenes'RA,'editor.'Clinical'Decision'Support'R'The'Road'to'Broad'Adop9on'(Second'Edi9on).'Burlington:'Academic'Press;'2014.'p.'773R817'
Basic'KM'scenario:'Portal'
• WebRbase'portal'(intranet/Internet)'
• Open(access(to'a'complete'inventory'of'knowledge'
assets'created'and/or'used'(mul9ple'types)'
• Asset'metadata,'including'iden9fica9on,'provenance,'lifecycle,'designa9ons'(labels'and'names),'and'classifica9ons'
• Essen9al'documenta%on((detailed'specifica9ons)'• Enables'process'transparency(and'effec9ve'collabora%on((including'reuse)'
Portal'Overview'
CONCLUSIONS'
CDS:'Care'workflow'assistance'(Registra%on)'
(Triage)(knowledge'retrieval,'data'entry'assistance,'event'monitors'
(Ini%al(Assessment)(data'entry'assistance,'knowledge'retrieval,'order'entry'assistance,'event'monitors'
(Complete(Assessment)'informa9on'presenta9on,'data'entry'assistance,'knowledge'retrieval,'event'monitors'
(Analysis(&(Plan)'knowledge'retrieval,'order'entry'assistance,'informa9on'aggrega9on,'data'entry'assistance,'event'monitors'
Clinician(preference(
Pneumonia(protocol(
2nd(Episode(
Protocol(stra%fica%on(
Appropriate(Abx(
Pa%ent(preferences(
Protocol(eligibility(
CoTmorbidi%es(
CDS'has'to'follow'the'patient'
• Clinical'systems'might'have'very'similar(CDS(features,'but'are'frequently'not'configured'the'same'way'
– CDS'triggered'in'one'segng'may'not'be'confirmed'
or'reRenacted'in'subsequent'segngs'
• Without'con9nuity'and'consistency'across'
segngs'and'ins9tu9ons,'interven9ons'have'
decreased(effec%veness(for'dissemina9ng'
evidence'and'reducing'unwarranted'variability'
Knowledge'Exchange'is'vital'
Home(
Ambulatory(Visit(
Hospital(
Procedure(
Rehabilita%on(
Phase(
CDS?(
CDS?(CDS?(
CDS?(
Shared(Repository?(
Integrated(KM(Programs?(
CDS'overview'
• CDS'known'to'improve(care(– BeQer'with'more'complex(CDS'– But'has'to'follow(the'pa9ent'
• US'EHR'incen%ves(require'CDS'use'– Dependency'on'available'structured'data'– High'data(quality(and'consistency(is'a'essen9al'– Alignment'with'quality'&'safety'measures''
• Knowledge'is'constantly'growing(– Exis9ng'knowledge'assets'quickly'obsolete'– Must'evolve'toward'individualized(decisions(– Must'combine'evidence(&'personal(preferences(
Successful'KM'Program''
• Enables'health'care'ins9tu9ons'to'effec9vely'u9lize'knowledgeTdriven(computer'systems'
– Improve'care'safety'and'quality'
– Keep'pace'with'frequent'scien9fic'advances'– Embrace'new'care'delivery'models'
– Promote'con9nuous'learning'
• Overcome'knowledge(engineering(and'implementa%on(challenges'
Acknowledgements(
Saverio'Maviglia'
Margarita'Sordo'
Beatriz'Rocha'
Eileen'Yoshida'
Charles'Lagor'
Priyaranjan'(Raj)'Tokachichu'
Christopher'Vitale'
Dan'Bogaty'
Other'members'of'the'Clinical(Informa%cs(Team(at'Partners'
Thank(you!(
Roberto A. Rocha, MD, [email protected]
http://scholar.harvard.edu/rarocha
This'work'by'Roberto'A.'Rocha'is'licensed'under'a'Crea9ve'Commons'AQribu9onR
NonCommercialRShareAlike'4.0'Interna9onal'License'