SlideShare a Scribd company logo
1 of 68
Download to read offline
Ruthann	Russo,	PhD,	MPH,	LAc,	Managing	Director,	
Berkeley	Research	Group
December	8,	2016
Integrative	Population	Health:		
The	intersection	of	chronic	condition	documentation	and	coding
with	data-driven	reimbursement,	patient	satisfaction,	and	cost
Who	here	has	ever	been	a	patient?
Four	Assumptions:		
Data	driven	payment Chronic	disease	prevalence
Payor-Provider-Employer-Public	
Health		Collaboration Engaged	Consumers:	Health	&	Data
Integrative	Health
Integrative	Population	Health
The	use	of	integrative	health	practices	to	
• teach	individuals	self-care	strategies	to	manage	chronic	
conditions;	and	
• increase	the	wellness	of	populations
Prevalence	of	Chronic	Disease:	Percentage	of	Healthcare	Dollars	Spent
Acute	Care	
13%
Chronic	Care	
87%
Source:		Centers	for	Disease	Control:	http://www.cdc.gov/chronicdisease/
Prevalence	of	Chronic	Disease:	
Percentage	of	Healthcare	Dollars	Spent
http://content.healthaffairs.org/content/30/11/2042/F1.expansion.html
Contributors	to	chronic	disease	&	
premature	death
The	Root	of	All	Chronic	Disease:		Stress	+	Life	Style	“Choices”	
Chronic	stress	
– Raises	chatecholemines +	suppresses	the	immune	system
– Increases	release	of	histamines,	complicating	lung	diseases
– Increases	cortisol,	increasing	blood	glucose	and	the	risk	of	DM2
– Causes	inflammation	in	the	circulatory	system
– Activates	the	PNS,	contributing	the	ANS	dysfunction
– Increases	epinephrine,	heart	rate,	and	blood	pressure
The	Root	of	All	Chronic	Disease:		Stress
Integrative	Health	Modalities	include…
• Practices that	patients	can	be	trained	to	do	on	their	own	such	
as	meditation,	yoga,	and	relaxation	response	
• Therapies that	must	be	provided	to	a	patient	by	a	licensed	
practitioner	such	as	acupuncture	or	biofeedback.
10 10
Patients	who	engage	in	
integrative	health	practices	are:
More	likely	to	practice	
Self-care
More	active	in	decision	making	
with	their	provider
More	likely	to	request	and	
read	their	health	
information
Healthier
11
Integrative
Health	
Practice
Tobacco	
Use HBP Obesity Inactivity Anxiety Depression DM Pain
Meditation X X X X X X X
Imagery X X X X X X X
Biofeedback X X X X X X X
Yoga X X X X X X X X
Acupressure X X X X X X X
Qi	Gong X X X X X X X
6	Evidence	Based	IH	Interventions	for	
8	Common	Chronic	Conditions1
12
1From:		Russo,	Stitcher,	&	Diener.	(2014).	The	low	risk	and	high	return	of	integrative	health	services.	Journal	of	Healthcare	Financial	Management.
Additional	intervention	opportunities:	4	Stages	of	Pain	Model
Pain
Sensation/
Intensity
Pain
Unpleasant
-ness
Pain	
Emotion/
Suffering
Pain	
Behavior
Depression
Frustration
Anxiety/
Stress
Fear
Anger
Pain	
Observation
Response Responsibility
Tell	
Hurt
*Model	proposed	by	Melzack &	Casey	(1968)	and	Melzack (1975)	in	the	Journal	of	Pain;	Wade,	Dougherty,	Archer,	&	Price.	(1996),	Riley,	Wade,	Robinson,	&	Price.	(2000).	Wade	&	Hart	(2002).
Additional	intervention	opportunities:	
4	Stages	of	Pain	Model
Intervention Anxiety Depression Stress Response to	pain
Acupuncture X X X X
Biofeedback X X X X
PMR X X X X
Yoga X X X X
Hypnosis X X X X
Massage X X X X
Imagery X X X X
Meditation X X X X
Qi	Gong X X X X
Evidence-Based	IH	Interventions	for	
Stage	3	+	4	Symptoms	of	Chronic	Pain
Population	Health
Population	Health	– Paradigm	Shifting
16
Population	Health	– Paradigm	Shifting
Instead	of	waiting	for	the	patient	to	come	to	the	provider…...
Population	Health	– Paradigm	Shifting
17
Based	on	data	and	gaps,	providers	reach	out	to	the	patient
• Treat	the	whole population,	not	just	individuals	actively	seeking	care
• Use	data	and	analytics	to	make	informed	decisions	for	high	utilizers
• Employ	best	available	evidence	to	guide	treatments
• Engage	in	actionable	care	management	with	condition-specific	
registries.	
1Sources:		CMS,	SAMSHA,	CDC,	AHRQ
Population	Health:		
Providers,	Payors,	or	Public	Health?
Integrative	Population	Health
Integrative	Population	Health:		Defined
21
Evidence-Based	
Integrative	Health	Training	
Groups
Health	Behavior	Change:	
Supported	by	EHR	and	
web-based	technology
TO	IMPROVE:
• Chronic	illness	management
• Health	promotion	
• Self-care	
• Engagement		
Funded	by	measured	savings
Integrative	Population	Health:		Defined
ROI	of	Integrative	Health
29
Results,	at	one	year	the	following	decreased:
• 43%						 Total	utilization
• 41.9%		 Clinical	encounters
• 50.3%			 Imaging
• 43.5%			 Lab	encounters
• 21.5%			 Procedures
• 3.6/yr to	1.7/yr ED	visits
Massachusetts	General	Hospital’s	
Integrative	Health	Groups
Summary	of	Reduced	Costs	Resulting	from	
Integrative	Population	Health	Interventions
Decreased
• ED	Visits
• Inpatient	costs,	
pharmaceuticals
• Radiology	procedure	costs
• Postoperative	LOS
• Lab	Encounters
Increased
• Patient	Satisfaction
• Patient	Engagement
• Symptom	Improvement
• Pain,	depression,	anxiety
30
The	Root	of	All	Chronic	Disease:		Stress	+	Life	Style	“Choices”• Do	we	even	have	valid	ICD-10	codes	for:
– The	effects	of	stress?
– Lifestyle	choices?
– Precursors	to	stress?	
• If	we	do,	are	clinicians	documenting	&	diagnosing	patients	with	it?
• Are	providers	prescribing	anything	for	these	patients	(besides	
medications)?
• If	yes	[such	as	the	SMART	Program]	are	we	coding	this?		Do	codes	
even	exist	for	such	interventions?	
• Do	we	have	ANY	reliable	data	around	SMART	&	Lifestyle	
Management	programs?
Relevance	to	the	Health	Information				
Professional
Data	Analytics:	
Integrative	Health	+	Population	Health
Data	Analytics:	
Integrative	Health
Identify	Common	Chronic	
Conditions
Search	Literature	and	Identify	
Evidence-Based	Interventions
Group	Intervention	by	Type
Assign	ICD-10	Codes	to	each	
condition,	updated	annually
Assign	evidence	grade	and	include1:	
Safe	+	Grades	A	&	B	(effective	(A)	or	
Appears	to	be	effective	(B)
1Evidence	grades	obtained	from	one	or	more	of	the	following:		American	College	of	Physicians,	Society	for	
Integrative	Oncology,	American	College	of	Clinical	Endocrinologists,	from	Guidelines.gov:		Family	Practice,	
Cardiology,	Physical	Medicine,	Psychiatry,	Kotsirilos (2011),	Rakel (2012),	Ernst	(2010)..	
Sources:		Peer-Reviewed	Literature,	
CDC	and	CMS
P	=	Practice	patients	are	taught	to	
do	on	their	own
T	=	Therapy	by	qualified	practitioner
S	=	Supplement
D	=	Diet
Integrative	Population	Health	Criteria:
Integrative	Health	APP
Integrative	Health	Med-Par	Analysis:		
Patients	Who	Could	Benefit	from	Integrative	Health	Interventions
35
Hospital #	Discharges %	of cases	
Hospital 1 3,554 98.1%
Hospital 2 12,710 96.6%
Hospital	3 4,115 97.5%
Hospital 4 9,715 97.3%
Hospital	5 7,190 97.3%
Hospital	6 4,917 96.1%
Hospital 7 4,579 97.8%
Hospital	8 2,938 97.8%
Integrative	Health	Med-Par	Analysis:		
Patients	Who	Could	Benefit	from	Integrative	Health	Interventions
Integrative	Health	Med-Par	Analysis:		
Differences:	Patients	who	can	be	managed	with	IHI	vs	those	who	cannot
36
Hospital ALOS	Differential* Charge	differential**
Hospital 1 1.82 29%
Hospital 2 .24 4%
Hospital	3 .28 17%
Hospital 4 1.25 20%
Hospital	5 2 26%
Hospital	6 .88 35%
Hospital 7 1.86 32%
Hospital	8 1.24 18%
Integrative	Health	Med-Par	Analysis:		
Differences:	Patients	who	can	be	managed	with	IHI	vs	those	who	can’t
Diagnosis
#	of	2013	MD	
Hospital	patients	
with	this	diagnosis
%	of	IHM	
patients	with	
this	diagnosis
%	of	all	hospital	
patients	with	
this	diagnosis
High	blood	
pressure/hypertension
311,233 61% 53%
Diabetes,	Type	2 140,583 28% 24%
Alcohol/Drug	Related	Diagnoses 131,773 26% 22%
Coronary	Artery	Disease 118,482 23% 20%
GERD,	Gastro-esophageal	Reflux 107,704 22% 18%
Obesity/weight	control 104,895 21% 18%
Depression 82,346 16% 14%
Arthritis/osteoarthritis 73,230 14% 12%
Pain 73,198 14% 12%
Anxiety 67,758 13% 12%
Top	diagnoses	in	Maryland	Hospitals	[All-Payer]	that	
Can	be	Managed	with	Integrative	Care
Sample	Healthcare	System	
Top	10	Evidence-based	Integrative	Health	Practices*
38
Integrative	Health	Practice Percentage**
Yoga 95%
Meditation 89%
Biofeedback 88%
Hypnosis 86%
Qi	Gong 86%
Mediterranean/Anti-inflammatory Diet 81%
Relaxation	Response 81%
Tai	Qi 81%
Imagery 72%
Cognitive	Behavioral	Therapy 70%
**Percent	of	patients	benefiting	from	integrative	health	practices	who	would	benefit	
from	this	particular	intervention
Sample	Healthcare	System:	Top	10
Evidence-based	Integrative	Health	Practices*
Top	diagnoses	co-managed	with	Integrative	Health
Age	18	- 64	
Top	diagnoses	co-managed	with	Integrative	Health
39
Hypertension
CAD
Diabetes	T2
Atrial	Fibrillation
Arthritis
GERD
Depression
Anxiety
Age	>64
Hypertension
Alcohol/Drug	DXs
Diabetes	DT
Depression
Obesity
CAD
Anxiety
0
10
2
0
3
0
4
0
5
0
6
0
7
0
8
0
9
0
100
0
10
2
0
3
0
4
0
5
0
6
0
7
0
8
0
9
0
100
Integrative	Population	Health	Snapshot:	
Sample	Healthcare	System	[Med-Par]
Percent	of	patients	who	can	be	co-managed	
with	Integrative	Health
ALOS	differential	between	patients	who	can	be	managed	
with	integrative	health	versus	those	who	cannot	
Avg total	charge	differential	between	patients	who	can	be
managed	with	integrative	health	versus	those	who	cannot
Integrative	Population	Health	Snapshot:	
Sample	Healthcare	System	[Med-Par]]
40
96%
0
5
10
15
20
25
1 2 3 4 5 6 7 8 9
All	Ages
18	- 64
>64
Percent	of	patients	with	>5	chronic	conditions	
that	can	be	managed	with	integrative	health
0
5
10
15
20
25
30
35
40
1 2 3 4 5 6 7 8
All	Ages 18	- 64 >64
0
0.5
1
1.5
2
2.5
1 2 3 4 5 6 7 8
All	Ages 18	- 64 >64
Amounts	are	in	thousands
Days
86
88
90
92
94
96
98
100
1 2 3 4 5 6 7 8 9
All	Ages
18	- 64
>64
Data	Analytics:	
Population	Health
Population	Health	Analytics	
Target	High	Utilizers:	Multiple	Chronic	Conditions
42
# of Chronic
Conditions
for Patient
Unique
Patients
Total
Cases
Total
Charges
Average
Charge per
Patient
8 12 72 $696,816 $58,068
7 63 292 $2,159,642 $34,280
6 154 628 $4,517,694 $29,336
5 268 908 $6,888,829 $25,705
4 412 1,278 $7,660,776 $18,594
3 537 1,556 $7,718,457 $14,373
2 592 1,661 $6,635,607 $11,209
1 428 1,259 $4,379,734 $10,233
Chronic Total 2,466 7,654
$40,657,55
5
$16,487
Of	the	2,717	High	Utilizers:
§ 91%	of	patients	(2,466)	have	at	
least	1	Chronic	Condition
§ 91%	of	cases	and	96%	of	charges	
are	associated	with	patients	with	
Chronic	Conditions
§ 75%	of	patients	(2,038)	have	at	
§ > 2	different	Chronic	Conditions
Population	Health	Analytics	
Target	High	Utilizers:	Multiple	Chronic	Conditions
Overlap	of	Population	Health	&	Integrative	Health
43
High	users	of	
potentially	
avoidable	services
Can	benefit	
from	Integrative	
Health
Target
Population
Although	all	patients	can	benefit,	begin	here	to	optimize	return	on	investment
Overlap	of	
Population	Health	&	Integrative	Health
Relevance	to	the	
Health	Information	Professional
Patient	
Communication:	
EHR/Patient	
Portal
Program	
Recommendations:
Organizational	
Guidelines
Data	Analytics:
Diagnostic	&	
Procedure	Codes
HIM	professionals	develop	standard	
documentation	&	coding	for	IH	therapies
Diagnosis	or
Chief	Complaint
Evidence-Based	Support	for	
Treatment	
Of		Diagnosis	or	Symptom
EHR	Standardized	
Format	
Development
Documentation	
Guideline	
Development
Coding	
Guideline	
Development
Acute	GI	Pain Acupuncture X X X
Asthma	symptoms Yoga,	breathing	techniques	 X
Cancer	pain Acupuncture,	massage X X X
ChemoTX induced	
N&V
Acupuncture,	relaxation	training X X X
Fibromyalgia Massage	therapy X X X
Infertility Acupuncture X X X
Major	depressive	
disorder
Aerobic	exercise,	yoga X X
Migraine
Acupuncture,	massage,	meditation,	
MBSR,	biofeedback,	RR
X X X
Neck	Pain Acupuncture X X X
Osteoarthritis	of	the	
knee
Acupuncture X X X
CHD	– Prevention Transcendental	meditation,	yoga X
Post-operative	pain Acupuncture X X X
Pregnancy	induced	
N&V
Acupuncture X X X
Pre-operative	
anxiety
Guided imagery X X X
Engaging	Patients	in	their	
Health	Information
Consumer	engagement	in	care	and	data	Engaged	patients:	
• Become	their	own	managers
• Take	action	to	maintain	and	improve	their	health
• Participate	in	self-care	practices
• Are	more	satisfied	with	their	care
• On	average,	generate	less	costs	to	the	system
Consumer	engagement	in	care	and	data
EHR	Optimization:	Sample	Patient	Action	Plan
48
Action What	should I	do	next? Why	is	this	important?
You	are	due	for	
your	
cholesterol	
blood	test
Please	go	to	any	XYZ	system	lab	for	a	
blood	draw.	You	do	not	need	to	fast	
UNLESS	your	provider	instructed	you	to	
do	so.		You	do	not	need	an	appointment	
for	this	test.
A	cholesterol	test	measures	the	fats	in	your	
blood	and	helps	assess	the	health	of	your	
heart,	blood	vessels	and	risk	for	heart	
attack	or	stroke.		It	can	also	show	if	
medication	you	are	taking	is	working
You	are	due	for
a	blood	
pressure	check
Go	to	an XYZ	system	primary	care	
department	for	a	walk	in	no	cost	blood	
pressure	check.		No	appointment	needed.
Monitoring	your	blood	pressure	is	
important	to	your	heart	health.	
You	are	due for	
a	Tdap vaccine.
Go	to	your	XYZ	medical	office	and	as	for	a	
“walk-in”	immunization visit	or	you	can	
get	this	at	your	next	scheduled	visit.	
The	Tdap vaccine	protects	against	tetanus,	
diptheria and	whooping	cough.	
You	are	invited	
to	participate
in	an	
integrative
Skills	group
There is	no	costs	to	attend.	Call	888-212-
2222 to	register	for	the	healthy	skills	
group	nearest	you.		You	can	also	register	
for	the	group	using	this	link.		Click	here	to	
find	out	more	about	healthy	skills	groups	
and	how	attendance	can	benefit	you.	
Learning	and practicing	the	healthy	skills	
can	help	you	manage	the	symptoms	of	your	
high	blood	pressure.	It	can	also	help	you	
manage	stress,	chronic	pain,	anxiety,	weight	
gain,	and	depression.
EHR	Optimization:	Sample	Patient	Action	Plan
Patients	who	were	given	access	to	their	notes:
• 84%	looked	at	the	notes
• 81%	reported	they	felt	more	in	control	of	their	care
• 69%	reported	increased	medication	adherence
• 31%	had	privacy	concerns
• 30%	shared	their	notes	with	others
• 99%	continued	to	access	their	notes	after	the	study	
concluded
Patient	Engagement	&	Satisfaction
• We	are	the	source	of	our	health	information	
• We	want	to	share	our	information	to:
– Experiment	with	different	options	to
– Improve	our	own	health
– Help	others	
• AND,	at	least	some	of	us	are	also	willing	to	give	up	our	right	to	
privacy	in	our	health	information
From:	CureTogether.com
From	CureTogether.com
From:	CureTogether.com
From	CureTogether.com
Relevance	to	the	health	information	professional
• Some	patients	are	giving	up	their	right	to	health	
information	privacy	for	the	greater	good
• The	increased	importance	of	symptoms	in	genetic	
research	
– Documenting
– Coding
• Coding	for	health	consumer-generated	data	that	is	
meaningful	and	useful
Relevance	to	the	
health	information	professional
Four	Assumptions:		
Data	driven	payment Chronic	disease	prevalence
Payor-Provider-Employer-Public	
Health		Collaboration Engaged	Consumers:	Health	&	Data
Data-driven	Payment
Chronic	Disease
Population	Health
Consumer	Engagement
Improve:	documentation,	coding
Increase:	OP	care,	documentation,	coding
Increase:	documentation,	coding,	data	sources
Create:	new	codes	[SXs,	stress,	IH,	group	TX]
Synthesize:	data	within	&	across	systems
Quantify:	patient-generated	clinical	info
Design:	patient-generated	EHR	improvements
Manage:	Personalized	genome	data
Consumer-driven	care	&	consumer-driven	data:		The	only way	forward
Thank	you!
Ruthann	Russo,	PhD,	MPH,	LAc,	Managing	Director,	Berkeley	Research	Group
rrusso@thinkbrg.com

More Related Content

What's hot

Confronting Diagnostic Error-Employer
Confronting Diagnostic Error-EmployerConfronting Diagnostic Error-Employer
Confronting Diagnostic Error-EmployerMelissa Kay Palardy
 
Moving toward comprehensive
Moving toward comprehensiveMoving toward comprehensive
Moving toward comprehensivedrucsamal
 
Medication Adherence in the Real World
Medication Adherence in the Real WorldMedication Adherence in the Real World
Medication Adherence in the Real WorldCognizant
 
The Health Buddy: a new way of telemonitoring
The Health Buddy: a new way of telemonitoringThe Health Buddy: a new way of telemonitoring
The Health Buddy: a new way of telemonitoringguest76cb59a
 
Medication Adherence in the Real World
Medication Adherence in the Real WorldMedication Adherence in the Real World
Medication Adherence in the Real WorldCognizant
 
Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...
Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...
Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...Andrew Sexton
 
Medication Adherence
Medication AdherenceMedication Adherence
Medication Adherencezoya49
 
Mhealth for improved medication adherence
Mhealth for improved medication adherenceMhealth for improved medication adherence
Mhealth for improved medication adherenceRamkumar Kannan
 
Harralson slides apos 2013 _web
Harralson slides apos 2013 _webHarralson slides apos 2013 _web
Harralson slides apos 2013 _webjnankin
 
Supporting medicines adherence developing the pharmacist contribution
Supporting medicines adherence   developing the pharmacist contributionSupporting medicines adherence   developing the pharmacist contribution
Supporting medicines adherence developing the pharmacist contributionPM Society
 
Patient support programmes within medicines optimisation – the pros and cons
Patient support programmes within medicines optimisation – the pros and consPatient support programmes within medicines optimisation – the pros and cons
Patient support programmes within medicines optimisation – the pros and consPM Society
 
Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...
Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...
Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...Leonard Davis Institute of Health Economics
 

What's hot (19)

Confronting Diagnostic Error-Employer
Confronting Diagnostic Error-EmployerConfronting Diagnostic Error-Employer
Confronting Diagnostic Error-Employer
 
Medical Errors 2005
Medical Errors 2005Medical Errors 2005
Medical Errors 2005
 
Moving toward comprehensive
Moving toward comprehensiveMoving toward comprehensive
Moving toward comprehensive
 
Medical Error
Medical ErrorMedical Error
Medical Error
 
Medication Adherence in the Real World
Medication Adherence in the Real WorldMedication Adherence in the Real World
Medication Adherence in the Real World
 
Medication Adherence TECHNOLOGY Brief update 2016
Medication Adherence TECHNOLOGY Brief update 2016Medication Adherence TECHNOLOGY Brief update 2016
Medication Adherence TECHNOLOGY Brief update 2016
 
The Health Buddy: a new way of telemonitoring
The Health Buddy: a new way of telemonitoringThe Health Buddy: a new way of telemonitoring
The Health Buddy: a new way of telemonitoring
 
Teaching About Medical Error
Teaching About Medical ErrorTeaching About Medical Error
Teaching About Medical Error
 
Medication Adherence in the Real World
Medication Adherence in the Real WorldMedication Adherence in the Real World
Medication Adherence in the Real World
 
Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...
Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...
Medical and Health-Related Errors - The Impact of Recordkeeping upon Patient ...
 
Medication Adherence
Medication AdherenceMedication Adherence
Medication Adherence
 
Mhealth for improved medication adherence
Mhealth for improved medication adherenceMhealth for improved medication adherence
Mhealth for improved medication adherence
 
Harralson slides apos 2013 _web
Harralson slides apos 2013 _webHarralson slides apos 2013 _web
Harralson slides apos 2013 _web
 
Err is human
Err is human Err is human
Err is human
 
effective_care
effective_careeffective_care
effective_care
 
Supporting medicines adherence developing the pharmacist contribution
Supporting medicines adherence   developing the pharmacist contributionSupporting medicines adherence   developing the pharmacist contribution
Supporting medicines adherence developing the pharmacist contribution
 
Patient support programmes within medicines optimisation – the pros and cons
Patient support programmes within medicines optimisation – the pros and consPatient support programmes within medicines optimisation – the pros and cons
Patient support programmes within medicines optimisation – the pros and cons
 
Epstein,andy ispor poster_2013
Epstein,andy ispor poster_2013Epstein,andy ispor poster_2013
Epstein,andy ispor poster_2013
 
Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...
Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...
Does a Wireless Incentive Structure Improve Retention, Subject Satisfaction a...
 

Similar to Integrative Health + Data - National Data Institute - Final

Population health management real time state-of-health analysis
Population health management real time state-of-health analysisPopulation health management real time state-of-health analysis
Population health management real time state-of-health analysispscisolutions
 
Medication Non Adherence X
Medication Non Adherence XMedication Non Adherence X
Medication Non Adherence XDavid Donohue
 
Medication_NonAdherenceX
Medication_NonAdherenceXMedication_NonAdherenceX
Medication_NonAdherenceXDavid Donohue
 
Partners’ Care Management Strategy: A 10-Year Journey
Partners’ Care Management Strategy: A 10-Year JourneyPartners’ Care Management Strategy: A 10-Year Journey
Partners’ Care Management Strategy: A 10-Year JourneyHealth Catalyst
 
The Healthcare Team as the Healthcare Provider: A Different View of the Patie...
The Healthcare Team as the Healthcare Provider: A Different View of the Patie...The Healthcare Team as the Healthcare Provider: A Different View of the Patie...
The Healthcare Team as the Healthcare Provider: A Different View of the Patie...guesta14581
 
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...Tanisha Davis
 
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...Tanisha Davis
 
V O L U M E 3 4 - N U M B E R 4 - F A L L 2 0 1 6 187FEATURE ART.docx
V O L U M E  3 4 -  N U M B E R  4 -  F A L L  2 0 1 6  187FEATURE ART.docxV O L U M E  3 4 -  N U M B E R  4 -  F A L L  2 0 1 6  187FEATURE ART.docx
V O L U M E 3 4 - N U M B E R 4 - F A L L 2 0 1 6 187FEATURE ART.docxkdennis3
 
Cross the Finish Line First
Cross the Finish Line FirstCross the Finish Line First
Cross the Finish Line FirstVitreosHealth
 
Rebecca Ruggear Senior Thesis 2013
Rebecca Ruggear Senior Thesis 2013Rebecca Ruggear Senior Thesis 2013
Rebecca Ruggear Senior Thesis 2013Rebecca Ruggear
 
Real world Evidence and Precision medicine bridging the gap
Real world Evidence and Precision medicine bridging the gapReal world Evidence and Precision medicine bridging the gap
Real world Evidence and Precision medicine bridging the gapClinosolIndia
 
Predictive Analytics Help Achieve the Triple Aim
Predictive Analytics Help Achieve the Triple AimPredictive Analytics Help Achieve the Triple Aim
Predictive Analytics Help Achieve the Triple Aimjetweedy
 
Predictive Risk Stratification: Using Analytics to Empower Change with Action...
Predictive Risk Stratification: Using Analytics to Empower Change with Action...Predictive Risk Stratification: Using Analytics to Empower Change with Action...
Predictive Risk Stratification: Using Analytics to Empower Change with Action...Health Catalyst
 
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNPEVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNPBetseyCalderon89
 
Community Pharmacists and Medication Therapy ManagementDownl
Community Pharmacists and Medication Therapy ManagementDownlCommunity Pharmacists and Medication Therapy ManagementDownl
Community Pharmacists and Medication Therapy ManagementDownlLynellBull52
 
Ruthann Russo - Integrative Population Health Management - White Paper Part 3
Ruthann Russo - Integrative Population Health Management - White Paper Part 3Ruthann Russo - Integrative Population Health Management - White Paper Part 3
Ruthann Russo - Integrative Population Health Management - White Paper Part 3Ruthann Russo
 
2018 ASH guidelines for management of venous thromboembolism prophylaxis fo...
2018 ASH guidelines for management of venous thromboembolism   prophylaxis fo...2018 ASH guidelines for management of venous thromboembolism   prophylaxis fo...
2018 ASH guidelines for management of venous thromboembolism prophylaxis fo...Vinh Pham Nguyen
 
smi patient recruitment programs
smi patient recruitment programssmi patient recruitment programs
smi patient recruitment programsnicoleriv
 

Similar to Integrative Health + Data - National Data Institute - Final (20)

Population health management real time state-of-health analysis
Population health management real time state-of-health analysisPopulation health management real time state-of-health analysis
Population health management real time state-of-health analysis
 
Medication Non Adherence X
Medication Non Adherence XMedication Non Adherence X
Medication Non Adherence X
 
Medication_NonAdherenceX
Medication_NonAdherenceXMedication_NonAdherenceX
Medication_NonAdherenceX
 
Physician Dispensing
Physician DispensingPhysician Dispensing
Physician Dispensing
 
teamLift-ppt-v1
teamLift-ppt-v1teamLift-ppt-v1
teamLift-ppt-v1
 
Partners’ Care Management Strategy: A 10-Year Journey
Partners’ Care Management Strategy: A 10-Year JourneyPartners’ Care Management Strategy: A 10-Year Journey
Partners’ Care Management Strategy: A 10-Year Journey
 
The Healthcare Team as the Healthcare Provider: A Different View of the Patie...
The Healthcare Team as the Healthcare Provider: A Different View of the Patie...The Healthcare Team as the Healthcare Provider: A Different View of the Patie...
The Healthcare Team as the Healthcare Provider: A Different View of the Patie...
 
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
 
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
Utilizing Care Management Nurses to Improve Transitions in Care in the Oupati...
 
V O L U M E 3 4 - N U M B E R 4 - F A L L 2 0 1 6 187FEATURE ART.docx
V O L U M E  3 4 -  N U M B E R  4 -  F A L L  2 0 1 6  187FEATURE ART.docxV O L U M E  3 4 -  N U M B E R  4 -  F A L L  2 0 1 6  187FEATURE ART.docx
V O L U M E 3 4 - N U M B E R 4 - F A L L 2 0 1 6 187FEATURE ART.docx
 
Cross the Finish Line First
Cross the Finish Line FirstCross the Finish Line First
Cross the Finish Line First
 
Rebecca Ruggear Senior Thesis 2013
Rebecca Ruggear Senior Thesis 2013Rebecca Ruggear Senior Thesis 2013
Rebecca Ruggear Senior Thesis 2013
 
Real world Evidence and Precision medicine bridging the gap
Real world Evidence and Precision medicine bridging the gapReal world Evidence and Precision medicine bridging the gap
Real world Evidence and Precision medicine bridging the gap
 
Predictive Analytics Help Achieve the Triple Aim
Predictive Analytics Help Achieve the Triple AimPredictive Analytics Help Achieve the Triple Aim
Predictive Analytics Help Achieve the Triple Aim
 
Predictive Risk Stratification: Using Analytics to Empower Change with Action...
Predictive Risk Stratification: Using Analytics to Empower Change with Action...Predictive Risk Stratification: Using Analytics to Empower Change with Action...
Predictive Risk Stratification: Using Analytics to Empower Change with Action...
 
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNPEVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
 
Community Pharmacists and Medication Therapy ManagementDownl
Community Pharmacists and Medication Therapy ManagementDownlCommunity Pharmacists and Medication Therapy ManagementDownl
Community Pharmacists and Medication Therapy ManagementDownl
 
Ruthann Russo - Integrative Population Health Management - White Paper Part 3
Ruthann Russo - Integrative Population Health Management - White Paper Part 3Ruthann Russo - Integrative Population Health Management - White Paper Part 3
Ruthann Russo - Integrative Population Health Management - White Paper Part 3
 
2018 ASH guidelines for management of venous thromboembolism prophylaxis fo...
2018 ASH guidelines for management of venous thromboembolism   prophylaxis fo...2018 ASH guidelines for management of venous thromboembolism   prophylaxis fo...
2018 ASH guidelines for management of venous thromboembolism prophylaxis fo...
 
smi patient recruitment programs
smi patient recruitment programssmi patient recruitment programs
smi patient recruitment programs
 

Integrative Health + Data - National Data Institute - Final