Tilburg University
Measuring populations
Hendrikx, R.J.P.
Publication date:
2019
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Citation for published version (APA):
Hendrikx, R. J. P. (2019). Measuring populations: In search of methods to evaluate health and experienced
quality of care. Ipskamp.
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Measuring
Populations
In search of methods to evaluate
health and experienced
quality of care
Roy Hendrikx
Measur
ing
Populations
R
oy
Hendr
ikx
UITNODIGING
Voor het bijwonen van
de openbare verdediging
van het proefschrift
Measuring
Populations
In search of methods
to evaluate health
and experienced quality
of care
Op vrijdag 21 juni 2019
om 10 uur in de aula
van Tilburg University,
Cobbenhagen gebouw,
Warandelaan 2, Tilburg
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Measuring
Populations
In search of methods to evaluate
health and experienced
quality of care
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Colofon
Measuring Populations. In search of methods to evaluate health and experienced quality of care
ISBN/EAN: 978-94-028-1553-5 Copyright © 2019 Roy Hendrikx
All rights reserved. No part of this thesis may be reproduced, stored or transmitted in any way or by any means without the permission of the author, or when applicable, of the publishers of the scientific papers.
The research reported in this dissertation was financially supported by the National Institute for Public Health and the Environment (RIVM, SPR program PreCare) and Tilburg University.
Layout and design by Legatron Electronic Publishing, Rotterdam Cover by Roy Hendrikx
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Measuring populations
In search of methods to evaluate health and experienced quality of care
Proefschrift
ter verkrijging van de graad van doctor
aan Tilburg University op gezag van prof. dr. G.M. Duijsters, als tijdelijk waarnemer van de functie rector magnificus
en uit dien hoofde vervangend voorzitter van het college voor promoties, in het openbaar te verdedigen
ten overstaan van een door het college voor promoties aangewezen commissie in de Aula van de Universiteit op vrijdag
21 juni 2019 om 10.00 uur door
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Promotores
Prof. dr. C. A. Baan Prof. dr. D. RuwaardCopromotores
Dr. H. W. Drewes Dr. M.D. SpreeuwenbergPromotiecommissie
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Contents
Chapter 1
General Introduction1
Chapter 2
Which Triple Aim Related Measures are Being Used to Evaluate11
Population Management Initiatives? An InternationalComparative Analysis
Chapter 3
How to Measure Population Health: an Exploration Towards an43
Integration of Valid and Reliable InstrumentsChapter 4
Comparing the Health of Populations: Methods to Evaluate69
and Tailor Population Management Initiatives in the NetherlandsChapter 5
Measuring Population Health from a Broader Perspective:95
Assessing the My Quality of Life Questionnaire
Chapter 6
Harvesting the Wisdom of the Crowd: Using Online Ratings117
to Explore Care Experiences in RegionsChapter 7
Measuring Regional Quality of Care Using Unsolicited Online135
Data: Creating More Detailed Insight Using Text AnalysesChapter 8
General Discussion159
Summary
173
Nederlandse samenvatting
177
Dankwoord
181
List of publications
185
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Chapter 1
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In healthcare, many utter phrases such as “care is too expensive”, “the demand for care has changed” and “the quality of care should be improved”. Each depicts a pressing issue. First, the phrase: “care is too expensive”. Over the past century, healthcare has become much more effective against communicable and infectious diseases. The invention of vaccines and antibiotics as well as improvements in nutrition and hygiene has drastically decreased the incidence or has even eradicated several infectious diseases [1]. These improvements led to an increase in average life expectancy of more than ten years in developed countries since 1970 [2]. However, this also led to a change in population characteristics, there are now more elderly that require care more often. Additionally, care is provided using new technologies, such as Magnetic Resonance Imaging and certain drugs, that are effective, but also expensive [3]. These developments have driven up the price of care of the average patient [2] and are strongly related to the second issue.
Second, “the demand for care has changed”. Together with the reduction of infectious diseases, the prevalence of chronic diseases has increased. The prevalence of chronic diseases has increased so much that they became the dominant health issue in Western society and led to a shift in care demand. Infectious diseases required acute short-term care, while chronic diseases call for long-term care as patients often remain patients for the rest of their life [1]. The change from predominantly acute to long-term care also asks caregivers to change their approach. Caregivers are challenged to cooperate more closely with each other and align their services. They also gained a supportive role to help patients manage their own care and well-being from home [4, 5].
Third, “the quality of care should be improved”. Variation in services between care providers and the underuse of effective services indicate that healthcare has not kept up with science to ensure the use of the latest evidence-based practices [6-8]. On the one hand, protocols and clinical guidelines have been introduced to overcome specific underuse issues, but more effort is needed to improve the uptake of effective interventions and make them affordable [9]. On the other hand, the overuse of services is still prevalent and causes its own problems [10]. Doing ‘more’ in healthcare does not always lead to better results and is associated with patient harm and excess costs [11]. From the patient’s perspective, differences in experienced quality can also be seen. How a patient experiences treatment does not necessarily reflect the clinical effectiveness of a treatment, but is considered an integral part of healthcare and varies greatly between care providers [12, 13].
Shifting focus towards regional care in order to achieve the Triple Aim
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quality and efficiency, as well as prevention. As a result, reforms designated as population (health) management (PM) are becoming more and more widespread in health policy. Even though different definitions exist [16], PM initiatives generally focus on the health needs of a specified population across the continuum of health and well-being by introducing multiple interventions that organize services related to health and social care, as well as prevention and welfare [17, 18]. Well known international examples include the American accountable health communities, the English NHS Vanguards and Gesundes Kinzigtal in Germany. American accountable health communities aim to reduce care use and costs by identifying and addressing insurance beneficiaries’ health-related social needs through screening, referral, and community navigation services [19]. The NHS Vanguards use several models that aim to reduce hospital visits by delivering care as close to patients’ homes as possible [20]. Gesundes Kinzigtal uses a single health management company that is responsible for the healthcare in the region of Kinzigtal with the intention to promote the integration of services [21].
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Figure 1 | Conceptual framework for population management with components influencing health system improvements
[23].
An emphasis on evaluation
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The conceptual struggles of population health and quality of care
Despite a generally accepted definition of population health by Kindig and Stoddart [29], the discussion around the concept has been going on for years [30, 31]. Kindig and Stoddart consider population health as the health of an entire population in a geographical area. The part of this definition that causes discussions is not ‘population’, which is generally accepted as “a body of persons or individuals having a quality or characteristic in common’’ or ‘‘the organisms inhabiting a particular locality” [32]. However, health has demonstrated to be not as easy to define [30]. The still dominant, most well-known definition was created by the World Health Organization back in 1948. It states: “health is a state of complete physical, mental and social well-being and not merely the absence of disease or infirmity [33].” However, this definition is highly debated and many suggestions for change/expansion exist [34-36]. Most of these suggestions include more social and meaningful living aspects of health and focus on the capabilities of the individual instead of the limitations. This new way of thinking can also be seen in the methods used to measure health. Objective instruments used to be the focus, e.g. life expectancy, but subjective measures have gotten more attention. Examples include national health monitors that assess the individual health status as experienced by that individual.
Quality of care, just like health, has changed over the years in both perspective and methodology. In the past, it was mainly approached with an objective clinical perspective. Does a treatment adequately control a patient’s blood pressure? Do the HbA1c values of a diabetic patient stay within the acceptable range? Even though these questions are vital, the patient’s subjective experience of care is now thought to be an integral part of the quality of care. For many, aspects such as the communication with the care provider and integrating the individual preferences of patients became essential to delivering high quality care [37, 38]. The measures used to evaluate quality of care also show this change in attitude, as Patient Reported Outcome Measures (PROMs) and Patient Reported Experience Measures (PREMs) have gained a lot of traction. For example, patients are asked about the responsiveness of staff and quietness in the hospital. From a policy standpoint, the focus on experience requires tailoring of care and personal assessments at the individual level. However, when changing from individual to population-focused policies, this asks for an alternate approach. Existing instruments need to be processed differently or new instruments need to be explored to create insight in care experiences at the population level. It might be possible to use individual-based data for this, but it might also require the use of alternate data sources.
Aim
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be assessed. To fill this gap, this dissertation studies the potential of existing instruments and explores new datasets that can be used by PM initiatives in their quest to achieve the Triple Aim. The aim is to find out how population health and experienced quality of care can be evaluated by initiatives that focus on the general (regional) population. The following questions will therefore be answered:
1. Which instruments are used by PM initiatives to evaluate the Triple Aim? What do they measure and why have they been selected? [Chapter 2]
2. How do existing health instruments perform when used to evaluate and compare health at a population level? [Chapter 3, 4 & 5]
3. Which insights can be gained from unsolicited online data into quality of care for PM initiatives? [Chapter 6 & 7]
The Dutch setting
The Dutch PM setting was used to answer the research questions, with the exception of the first one as this question was answered with an international review. PM initiatives have been introduced in the Netherlands. Nine of these initiatives have been selected by the Dutch Ministry of Health, Welfare and Sport to be closely monitored by the National Institute for Public Health and the Environment (RIVM). Since 2013, the RIVM has been following these so-called pioneer sites using a combination of qualitative and quantitative techniques in the National Monitor Population management (NMP). The qualitative focus was on the implementation process these pioneer sites go through. Interviews were conducted on a regular basis to keep up with their experiences. The goal was to uncover the mechanisms that explain how a certain strategy leads to a specific outcome. The quantitative analyses used a survey that was sent out by the RIVM as well as existing national health datasets, such as claims and health data. This dissertation utilizes the quantitative data from the NMP survey and builds on this with additional in-depth studies.
Outline
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Chapter 2
Which Triple Aim Related Measures are Being
Used to Evaluate Population Management
Initiatives? An International Comparative
Analysis
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Abstract
Introduction
Population Management (PM) initiatives are introduced in order to create sustainable health care systems. These initiatives should focus on the continuum of health and well-being of a population by introducing interventions that integrate various services. To be successful they should pursue the Triple Aim, i.e. simultaneously improve population health and quality of care while reducing costs per capita. This study explores how PM initiatives measure the Triple Aim in practice.
Methods
An exploratory search was combined with expert consultations to identify relevant PM initiatives. These were analyzed based on general characteristics, utilized measures and related selection criteria.
Results
In total 865 measures were used by 20 PM initiatives. All quality of care domains were included by at least 11 PM initiatives, while most domains of population health and costs were included by less than 7 PM initiatives. Although their goals showed substantial overlap, the measures applied showed few similarities between PM initiatives and were predominantly selected based on local priority areas and data availability.
Conclusions
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Introduction
Health care systems around the world are being challenged to reform by rising costs and disparities in the provided quality of care [1]. In order to realize sustainable and higher quality health care systems, so-called population (health) management (PM) initiatives are being introduced. These initiatives aim to achieve this goal by focusing on the health needs of a specified population across the continuum of health and well-being by introducing multiple interventions that integrate services related to health and social care, as well as prevention and welfare [2]. This approach addresses the current need for preventing or postponing chronic diseases as well as the push away from fee-for-service towards accountable care [3]. In order to realize sustainable and higher quality health care systems, PM initiatives should pursue the Triple Aim, i.e. simultaneously strive to improve population health and quality of care while reducing cost growth [4]. Hence, evaluations of the Triple Aim dimensions (population health, quality of care and cost) are needed to adapt and improve PM initiatives. Evaluating the three dimensions of the Triple Aim appears to be difficult in practice since the concepts of (population) health, quality of care and costs are not unanimously defined and measures for these concepts are under construction [5-10]. For example, Kindig and Stoddart (2003) define population health as “the health outcomes of a group of individuals, including the distribution of such outcomes within the group [11]”, while Young (2005) regards population health as “a conceptual framework for thinking about why some people are healthier than others and the policy development, research agenda and resource allocation that flow from this [12]”. Further adding to this complexity is the introduction of new concepts regarding health and quality of care [13, 14] as well as the rise of new types of measures, such as patient reported outcome measures (PROMs) and patient reported experience measures (PREMs) [15]. Several papers provide guidance on how to measure population health, quality of care and costs [2, 16-18]. Frameworks suggested by these papers provide many possible measures, potentially implying a large measurement burden and lack of comparability between PM initiatives. To explore how to best deal with the many possibilities, it is of interest to have insight into the currently applied measures for evaluating PM initiatives. Recently, an overview of applied health and health care performance measures was given by the Institute of Medicine (IOM) [18]. The IOM studied current measures used in the United States and found that a large number of various measures are utilized to evaluate health and health care. However, it is unclear whether these results are in line with the applied measures used in PM initiatives in and outside the United States. This is due to the IOM’s focus on general health care rather than PM and the differences between the United States and other OECD countries in health care performance and organization [19-21].
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and well-being [22, 23]. Hence, this study explored which measures are used in practice to evaluate PM outcomes within the general population reflecting population health, quality of care and costs, and looked for emerging patterns and outliers.
Material and Methods
Search Strategy
Initially, literature searches were performed in order to explore the value of a systematic review (Appendix 1). This showed that current PM initiatives’ evaluations were not (yet) published in Medline. Therefore, PM initiatives were identified using a two-step exploratory search strategy that was performed during the period March to August 2015. The first step was to consult websites of research institutions involved in PM research (such as King’s Fund, Commonwealth Fund, Nuffield Trust, World Health Organization and the Institute of Health care Improvement (IHI)) for publications related to PM and the Triple Aim. Next, a manual search on the Internet was performed using the search terms ‘population health’, ‘population health management’ , ‘population management’ and ‘integrated care’. A list of relevant PM initiatives was compiled, which was subsequently evaluated by all authors in order to add missing known PM initiatives.
In the second step, the list of PM initiatives was sent to eight experts in the field of PM. These experts were asked to review the list to see if any relevant PM initiatives were missing. The suggestions provided by five experts (Appendix 2) were explored to create the final list of potential PM initiatives before scoring.
For analysis, information of included PM initiatives was collected by consulting websites of associated institutions and organizations. All available information related to the selected PM initiatives was screened, including documents, articles, webpages and presentations. If this did not provide the necessary information, published papers were searched using search terms related to the PM initiative (e.g. affiliated authors). Initiatives that did not publicly provide all information needed for scoring were asked to provide additional information by email. Finally, the quality of the initiatives’ (public) reporting was assessed based on the standards created by Nothacker et al. (2016) [24]. The found sources of each initiative were searched for the presence of the following seven standards: description of the measures development process, measures appraisal, measures specification, description of the intended use of the measures, measures testing/validation, measures review/re-evaluation, and composition of the measures developmental team.
Inclusion criteria
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First, PM initiatives had to focus on a general, non-disease-specific population. Second, the initiatives had to either a) use interventions that covered at least two areas of care (prevention, health care, social care and/or welfare) and/or b) try to achieve Triple Aim. Criterion 2b was added due to the studies’ focus on the Triple Aim, hereby labeling initiatives improving the Triple Aim within at least one area of health care as PM for the purpose of this study. The third criteria stated that the country in which the initiative took place must have been classified as an OECD high-income country by the World Bank list of economies [25]. By focusing on high-income countries, the comparability between initiatives improved. Fourth, the initiative had to be evaluated and a description of this evaluation, including the measures used, population and the goal of the initiative, had to be available. Fifth, needed information had to be available in English, Dutch and/or German, and sixth, the evaluation had to be conducted at least once in the last five years.
Review process
The review process consisted out of three steps and was conducted by one researcher (RH) and checked by a second (HD). Any disagreements were resolved by consensus.
First, general features from the included PM initiatives were subtracted, including year of implementation, country, involved actors, target population (criteria and size), goals, included areas of care (health care, social care, prevention and/or welfare), organizational structure and implemented programs/interventions.
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Framework Dimension Domain Subdomain Measure
Triple aim
Population health
Health outcomes e.g. Mortality e.g. Life expectancy at birth Disease burden e.g. Diseaseprevalence e.g. Percentage of insured with
cancer Behavioral/
physiological factors
e.g. Tobacco use e.g. Percentage of smokers Partcipation e.g. Informal care persons that provide e.g. Percentage of
informal care Functioning/
quality of life e.g. Quality of life e.g. Average quality of life (SF-12)
Quality of care
Patient safety e.g. Avoidable care avoidable hospital e.g. Number of admissions Effectivity e.g. Clinicaloutcomes e.g. HbA1c control (<8 mmol/L)
Responsiveness e.g. Communication between patient and caregiver
e.g. provision of safety instructions
for medication Timeliness needed in hospital e.g. (Waiting) time
proces
e.g. Average waiting time in ER Support e.g. Evaluation of
care giver
e.g. Percentage of carers getting an
assessment Accessibility e.g. Access to medical care e.g. Ease of getting
an appointment
Direct costs
Costs of care e.g. Average cost
of care e.g. Per capita costs Volume e.g. Care
utilization e.g. Number of hospital admissions Costs PM organization e.g. Improvement
process e.g. Start-up costs Indirect costs Productivity losses e.g. Personnel
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grouped into subdomains to compress the number of measures and create an overview for analyses. The relation between dimensions, domains, subdomains and measures is visualized in Figure 1. Measures were further characterized and clustered by measure type; these included process, outcome and structure as defined by Donabedian [26], and patient reported outcome measures (PROMs) or patient reported experience measures (PREMs) [15].
Results
Search results
The search strategy produced 62 potential PM initiatives; 20 were found in grey literature [27-30], 6 in published articles [31, 32], 13 originated from author discussions and 23 from experts’ suggestions. These 23 suggestions also included PM initiatives found in literature provided by experts [23]. A total of twenty PM initiatives met the six inclusion criteria and were included in the study (Appendix 2). The 42 excluded initiatives were mostly rejected because they did not have a specified population or an available evaluation strategy (Appendix 2).
Description of PM initiatives
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Table 1 |
Description of
the included P
opulation Management initiatives
Initiative [including refer
ences] Country , Y ear of implementation Actors Tar get P opulation Goals
Design (Organizational structur
e and implemented pr
ogr
ams)
Alberta He
alth
Services - Edmonton Zone (AHS)
[33-35] Canada, 2012 Private or ganizations, he alth car e pr oviders Specific gr
oups in the Edmonton
zone,
selected based on car
e
use and housing situation
Advance the
Triple
Aim for high need
and high cost patients.
AHS focuses on sever
al populations; the older
, tri-morbid
adults,
fr
ail older adults,
young adults with addictions and
mental he alth concerns, child-be aring women, high-needs childr en and comple
x infants and toddlers.
Five pr
ojects aimed
at e
ach of
the subpopulations wer
e intr oduced. AHS is part of the IHI Triple Aim cohort.
Alternative Quality Contr
act (A QC) [36-38] United S tates, 2009 Insur ance company , private or ganizations Insur
ed population that uses a
primary car e physician (PCP) who participates in an AQC gr oup The
AQC pursues the
Triple Aim by enabling car egivers to pr ovide the right car
e at the right time in the most
appr opriate set ting, and by r educing expense tr
ends for participating
or
ganizations.
Car
e pr
oviders can opt-in to participate in
AQCs.
The
AQC is a
global payment model that combines set per
-patient payments
with shar
ed savings.
The global budget entails all services and
costs for a particular patient.
Bellin He alth of Gr een Bay [23, 39, 40] United S tates, 2002 Private or ganizations Employees of Bellin He alth
and their spouses
Achieve the
Triple
Aim with a focus on
costs.
The model used by Bellin He
alth is called the
Total He
alth
Model.
Employees and their spouses r
eceive he alth insur ance benefits, he alth car e coaching, and an annual he alth risk appr aisal (HRA). Bidasoa Integr ated He alth Or ganization (IHO) [41-43] Spain, 2011 Government, he alth car e pr oviders Population of Bidasoa Impr ove quality of car e using evidence based pr
actice and coor
dination
between levels,
and impr
ove efficiency
while being patient-center
ed.
IHOs consist out of
a hospital matched with primary car
e
or
ganizations,
based on their geogr
aphical ar ea. IHOs have a single sour ce of funding,
common goals and risk str
atification
for primary and secondary car
e.
Bidasoa is based on cultur
e,
clinical pr
actice and governance.
Implementations such as Continuity of C ar e Units, Technical Boar ds and shar ed electr onic recor ds ar e used.
Canterbury District Health Boar
d (DHB) [44] New Z ealand, 2011 Government Population of the C anterbury District Achieve integr ated car e to do the right
thing for the patient and the system by letting people tak
e r
esponsibility for
their own he
alth,
pr
oviding continuity and
impr
oving r
esponsivenes
s to
episodic events.
Canterbury DHB focuses on home car
e,
services in the
community
, r
egional collabor
ations and network
s and
managed specialization.
P
rojects could be clas
sified by pr ojects connecting he alth systems, supporting vulner able populations
and delivering clinically
, and financially viable he
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19 Initiative [including refer
ences] Country , Y ear of implementation Actors Tar get P opulation Goals
Design (Organizational structur
e and implemented pr ogr ams) Clinical Commis sioning Gr oups (C CG’ s) [45-47] England, 2012
Government, autonomous governmental organizations
Population of a specific geogr aphic ar ea Incr
easing focus on patient- and
public-center ed car e and impr oving outcomes, autonomy , accountability , and efficiency , while cut ting bur eaucr acy . Gener al pr
actitioners (GP) become members of
C
CGS; they
cooper
ate to plan and design local he
alth services,
govern the
CC
Gs,
and they ar
e an independent statutory body
. T
hey contr
ol
the budget and buy local he
alth car e services on behalf of the local population. Ther e ar e curr ently 211 C CGS is England with varying appr oaches. Coor dinated C ar ed Model (C CO) [32, 48-51] United S tates, 2012 Government, private or ganizations Medicaid clients in Or egon Impr ove he alth, quality , r eliability ,
availability and continuity of
car e CC Os ar e r egional entities r
esponsible for managing a global
budget and coor
dinating he
alth services for Medicaid in
Or
egon.
C
COs try to achieve the goals by integr
ating,
local
accountability
, and standar
ds for safe and ef
fective car e. Most CC Os have intr oduced community he alth work ers or community
agencies into their network.
Counties Manuk au District He alth Boar d (DHB) [52-55] New Z ealand, 2011 Government Populations of the local authorities in Auckland, W aik
ato and Haur
aki District
Become the best he
alth car e system in Austr alasia in 2015 by balancing ex
cellence and sustainability
. A four -ye ar str ategic fr amework was cr
eated in which six
str
ategies wer
e described based on the domains of
the Triple Aim. For e xample, bet ter he
alth outcomes for all,
system integr
ation and ensuring financial sustainability
. T
he
accompanying implementations wer
e electr
onic medication
conciliation,
fall and infection pr
evention and the 20.000 day
campaign.
Gesundes Kinzigtal [56-58]
Germany
, 2006
Local physicians network,
he alth car e management company , insur ance companies People insur ed by a specific insur
ance company in the
Kinzigtal r egion Achieve the Triple Aim; impr ove insur er ’s contribution mar
gin and the he
alth
status as well as the quality of
life of
the
population.
One or
ganization is r
esponsible for the spending and car
e of two sicknes s funds populations. They ar e r ewar ded by using shar ed savings and ar
e financially accountable for all members
of the sicknes s funds. Since 2006, thirty car e and pr eventive pr ogr ams wer e intr oduced. He alth car e Mark etplace Collabor ative [28, 59, 60] United S tates, 2009 Private or ganizations
Intel employees in the United States and their dependents
Pr
ovide bet
ter
, faster and mor
e af for dable car e. Intel hir ed Vir ginia Mason to tr ain personnel in le an and best pr actice pr oces ses. This way pr oven value str eams fr om Vir
ginia Mason wer
e adapted and implemented in other he
alth
car
e systems for patient scr
eening,
illnes
ses and six medical
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20 Initiative [including refer
ences] Country , Y ear of implementation Actors Tar get P opulation Goals
Design (Organizational structur
e and implemented pr ogr ams) He althP artners Best Car e [28, 61, 62] United S tates, 2004 Insur ance company , he alth car e pr oviders Members of the insur ance company Achieve the Triple Aim by impr oving reliability , customization/tailoring of car e and by ensuring e asy acces s and coor dination Examples of implementations wer e the intr oduction of an online IT
and information-sharing system,
evidence-based car
e,
generic pr
escribing,
best pr
actice for MRI,
support of patients af ter dischar ge, same-day mammogr
aphy and phone-based
24-hours nurse car
e. He althy Shelby [63, 64] United S tates, 2007 Private or ganizations, he alth car e pr oviders Residents of Memphis and Shelby C ounty Achieve the Triple
Aim and incr
ease busines s gr owth, quality of life and community he alth, and r educe he alth car e bur den The Memphis F orwar
d Initiative is focused on collective action
by the dif
fer
ent actors in the community
. He
althy Shelby is part
of
this initiative and decided to focus on thr
ee ar
eas: infant
mortality
, chr
onic dise
ase and living well/dying well.
P rojects wer e implemented for e ach of the ar eas of focus. Medicar e Shar ed Savings P rogr am
(MSSP) (including Advanced payment and P
ioneer model) [31, 65-67] United S tates, 2011 Government, private or ganizations Populations as signed to Accountable C ar e Or ganizations (A COs) Achieve the Triple Aim by pr omoting accountability
, incenting higher value
car e, impr oving coor dination and infr astructur e, and r
edesign the car
e
pr
oces
ses.
AC
Os can choose to participate in the MSSP
; the shar
ed savings
ar
e link
ed to quality and savings r
equir
ements.
The
AC
Os can
choose their own implementations to fulfill these r
equir ements, which ar e based on quality me asur es. Minnesota He alth Model [32, 68-71] United S tates, 2013 Government, private or ganizations Populations as signed to AC Os in Minnesota To ensur e patients r eceive patient-center ed primary car e and pr oviders
include the community
, participate in
accountable car
e and payment models
to tak
e r
esponsibility for the populations’
he
alth.
The model is based on (primary) he
alth car e homes, community car e tr ansitions and
Accountable communities for He
alth, that need to include an AC O. Local stak
eholder get fle
xibility on how
they implement these building block
s National He alth Service (NHS) Highland [72-75] Scotland, 2010 Government Population of Highland r egion Pr ovide safe, sustainable, compas sionate, ef fective, af for
dable and efficient delivery
of
he
alth and social car
e and impr ove population he alth, while r educing he alth inequalities
NHS Highland uses the He
alth car e S ystem Appr oach focused on person-center ed car e while r
educing waste and harm,
and managing variation. One of the implemented pr ojects was the C ar e P athways, a r
oute capturing all activities for patients
from start to finish.
Others include lifestyle interventions and
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21 Initiative [including refer
ences] Country , Y ear of implementation Actors Tar get P opulation Goals
Design (Organizational structur
e and implemented pr ogr ams) NHS K ernow England, 2013 Government Residents of C
ornwall and Isled
of
Scilly
Impr
ove he
alth,
wellbeing and people’
s
experience of
car
e,
and r
educe the costs
of car e (T riple Aim). Ten locality gr oups commis sion and as ses s the he alth car e needs of the population. They r
eceive an annual budget fr
om
the NHS England.
Multiple pr
ojects wer
e aimed at including the
community
, while others included bet
ter diagnosis by the GP to
pr
event avoidable admis
sions, among others. Pueblo T riple Aim Coalition (P TA C) [76-81] United S tates, 2010 Non-pr ofit or ganization, private or ganizations Population of P ueblo C ounty Achieve a set of
specific goals based on
the Triple Aim; lower ye ars of potential life lost, incr
ease the clinical acces
s and quality r anking, and r educe illnes s bur den and pr
eventable hospital stays.
Thr
ee dominant pr
ogr
ams that wer
e implemented ar
e
obesity r
eduction (activity and food),
lower teen unintended
pr
egnancies (youth development) and smoking ces
sation
(counseling and aid).
Regional C ar e Collabor ative Or ganizations (RC CO) [32, 82, 83] United S tates, 2011 Government Accountable C ar e C ollabor ative enr ollees Ensur e acces s to car e, coor dinate medical
and non-medical car
e,
impr
ove member
experience,
and pr
ovide the neces
sary
data to support these goals.
RC COs ar e contr acted by Medicaid to cr eate network s of PCP s
they have to coor
dinate and to integr
ate car
e for Medicaid
enr
ollees.
RC
COs use varying str
ategies.
Some e
xamples
include embedded car
e managers and funding pools at
community level. St. Charles He alth System [84-86] United S tates, 2008 Private or ganizations Population of centr al Or egon “Cr eate America ’s he althiest community , together ” thr ough bet ter he alth, bet ter car e and bet ter value.
Each goal entails a set of
pr ojects. Bet ter he alth, for e xample, has pr
ojects aimed at integr
ating data,
partnerships with the
community and patient-center
ed medical homes.
In 2013 S
t.
Charles He
alth S
ystem started a partnership with the Institute of
He
althcar
e Impr
ovement focusing on high risk patients.
Torbay and Southern Devon He
alth and Car e NHS T rust [87-89] England, 2000 Government Population of
Torbay and South
Devon
De
al with the rising demand and the
diminishing budget while ensuring people r
eceive the right car
e,
in the right
place,
at the right time
The ‘Mrs.
Smith’ model is r
evolves ar
ound the an imaginary
patient that helps visualize the needs of
actual (futur
e) patients.
This model led among others to the implementation of
‘joined-up car
e’ between he
alth and social car
e. The C CG, in cooper ation with the Trust,
has also implemented virtual war
ds,
a method of
pr
eventive risk str
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Measurement of the dimensions and (sub)domains
The 20 PM initiatives combined, used 865 measures of which 103 measures related to population health, 585 to quality of care and 177 to costs. An overview of the number of initiatives found per domain can be seen in Figure 2.
0 2 4 6 8 10 12 14 16 18 Health Outcome s Disease burden
Behavioral and physiologica
l factors Partcipation Functioning/quality of life Patient safety Effectivit y Responsiveness Support Timelines s Accessibilit y Costs of care Volum e Costs of PM organization Productivity losses
Population health Costs
Initiatives
Quality of care Figure 2 | Overview of number of initiatives found per domain
Population health
The most often evaluated domain was ‘health outcomes’ (n=13), in which the subdomains ‘mortality’ (n=8) and ‘overall health status’ (n=7) were most frequently measured (Table 2). Ten PM initiatives evaluated the ‘behavioral and physiological factors’ domain. Nine of these considered ‘lifestyle characteristics of the population’ (e.g. smoking status) and four included the ‘weight’ subdomain. The domains ‘disease burden’ (n=5), ‘participation’ (n=2) and ‘functioning/quality of life’ (n=5) were less prevalent. The number of measures used, varied greatly within each subdomain, ranging from 1 to 33 measures.
Quality of care
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‘communication between patient and caregiver’ (n=9). Thirteen PM initiatives evaluated the ‘timeliness’ domain and both ‘accessibility’ and ‘support’ were evaluated by eleven PM initiatives. Dominant subdomains within ‘timeliness’ and ‘accessibility’ were ‘access to medical care’ (n=8) and ‘(waiting) time needed in hospital process’ (n=9). The number of measures per subdomain varied between a single measure and 69 measures.
Table 2 | Domains, subdomains and measures used for population health
Domain Subdomains # of initiatives evaluating subdomain
# of measures in subdomain
Example of used measures in subdomain
Health Outcomes
Measured by 13 initiatives
Mortality 8 11 Under 75 mortality form cardiovascular
diseases
Overall health status 7 8 Change in health
Life expectations 2 2 Life expectancy at birth
Medication utilization 1 1 Share of the population with
multi-medication Disease burden
Measured by 5 initiatives
Disease prevalence 4 19 Proportion of patients with diabetes
diagnosis
Disease incidence 3 3 Chlamydia rate per 100,000 residents
Care utilization 1 1 Illness burden (measures relative health
of a group based upon the number and types of health care services used)
Comorbidity 1 3 Proportion of insured with
multi-morbidity Behavioral and physiological
factors
Measured by 10 initiatives
Lifestyle characteristics of the population
9 33 The percentage of the population (15+)
who smoke
Weight 5 9 Obesity prevalence
Mortality 1 1 Percentage of driving deaths with alcohol
involvement
Provision of preventive care 1 1 MMR vaccine uptake rate
Participation
Measured by 2 initiatives
Dependent patient prevalence
1 1 Proportion of insured with working
disability
Social inclusion 1 1 Social inclusion (of mental health and
addiction clients) Functioning/quality of life
Measured by 5 initiatives
Quality of life 4 6 Health-related quality of life for people
with long term conditions Dependent patient
prevalence
2 3 Proportion of insured with aid- and safety
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Table 3 | Domains, subdomains and measures used for quality of care
Domain Subdomains # of initiatives evaluating subdomain
# of measures in subdomain
Example of used measures in subdomain
Patient safety
Measured by 15 initiatives
Complications 11 63 Number of Clostridium Difficile Health Care
Associated Infections
Protocols and guidelines 4 5 Rate of compliance with good hand hygiene
practice Care instruction provided
to patient
3 10 Percent of patients who reported that staff
“Always” explained about medicines before giving it to them
(Un)safe use of medication2 8 Proportion of insured with Benzodiazepines
(>20 DDD)
Care utilization 2 2 Early elective delivery
Mortality 2 5 Heart bypass surgery mortality
Provision of correct treatment
2 2 % of patients that receive treatment in
accordance with validated research Provision of preventive
screening
2 2 % of inpatients (aged 75+) who received a
falls assessment Communication between
health care professionals
1 1 Safe use of abbreviations
Effectivity
Measured by 16 initiatives
Follow-up care 10 35 Diabetes eye exam
Provision of preventive screening
9 28 Proportion of women aged 50-69 years who
have had a breast screen in the last 24 months
Clinical outcomes 8 21 Percent of beneficiaries with diabetes
whose HbA1c in poor control (>9 percent) Hemoglobin A1c Control HbA1c)
Medication utilization 6 19 Proportion of patients with CHD and beta
blockers
Mortality 6 14 Pneumonia mortality rate per discharge
Avoidable care prevalence
4 8 Percentage of hospital readmissions within 30
days of discharge Patient receiving
self-directed support
4 7 (Provision of) patient assessment for
self-management Provision of lifestyle
interventions
4 13 % Opiate or Crack Users in effective drug
treatment
Care utilization 3 10 Proportion of patients who had at least one
hospitalization
Optimal care 3 11 Optimal diabetes care
Recovery 3 5 Depression remission at six months
Pain control 2 2 Percent of patients who reported that their
pain was “Always” well controlled Provision of correct
treatment
2 2 Proportion of Counties Manukau residents
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Domain Subdomains # of initiatives evaluating subdomain
# of measures in subdomain
Example of used measures in subdomain
Effectivity (CONTINUED)
Measured by 16 initiatives
Absence due to sickness 1 1 Proportion of back pain patients incapable to
work because of low back pain for more than 14 days
Composite measure (Functioning and Quality of life)
1 3 Functional status and quality of life outcome:
total knee replacement Delivery of ineffective
care
1 2 Ineffective pharmacotherapy in Alzheimer’s
disease
Disease survival rate 1 2 One year survival from all cancers
End-of-life care 1 1 End-of-life measure (percentage of time spend
at home during the last six months of life)
Integration of services 1 3 % of patients that stated that hospital and
primary care coordination was good/very good Lifestyle characteristics
of the population
1 1 % of babies exclusively breastfeeding on
hospital discharge
Patient knowledge 1 2 Knowledge of the patient (Consumer
Assessment of Health care Providers and Systems)
Responsiveness
Measured by 16 initiatives
Patient satisfaction 13 24 Patients who reported YES they would
definitely recommend the hospital Communication between
patient and caregiver
9 29 Percentage of surveyed patients that were
‘very satisfied’ with communication and coordination of experience
Participation of patient in
the care process
4 6 Shared decision making
Integration of services 3 6 (Referring/) Connecting the patient to the
community resources Patient experience of
care environment
3 5 Percent of patients who reported that their
room and bathroom were “Always” clean (Waiting) time needed
in hospital process
2 2 Percent of patients who reported that they
“Always” received help as soon as they wanted Change rate of insurance
company
1 1 Change rate (number of people changing
insurance company)
Complaints about care 1 2 Complaints: total number received – hospital
Provision of preventive screening
1 1 Preventive care reminders and data
Support
Measured by 11 initiatives
Communication between health care professionals
5 21 Documentation send prior to or within 60 after
patient ED transfer
Improvement process 5 29 Number of caregivers that complete the Soul
and Science of Caring program
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Domain Subdomains # of initiatives evaluating subdomain
# of measures in subdomain
Example of used measures in subdomain
Evaluation of care giver 3 4 % of carers receiving an assessment
Absence due to sickness 2 2 Sickness absence of staff
Integration of services 2 2 Engagement with community based providers
Staff capacity 2 6 Staff turnover rate
Communication between patient and caregiver
1 1 Innovation in interaction between patients and
professionals
Environmental impact 1 2 Carbon emissions of initiative
Protocols and guidelines 1 1 (Agreement on) protocolization
Workforce diversity 1 1 Improved workforce diversity as a percentage
by ethnicity compared to population percentage by ethnicity
Timeliness
Measured by 13 initiatives
(Waiting) time needed in hospital process
9 69 Waiting in the exam room
Follow-up care 6 11 Proportion of diabetes patients with
ophthalmologist contact in two years Provision of preventive
screening
4 6 Proportion of patients referred urgently
with high suspicion of cancer to first cancer treatment within 62 days
Medicalization utilization 2 7 Aspirin at arrival at emergency department
Provision of lifestyle interventions
2 4 % safeguarding referrals (reporting abuse)
conferences within 30 days Patient receiving
self-directed support
1 1 People with diabetes diagnosed less than a
year referred to structured education Accessibility
Measured by 11 initiatives
Access to medical care 8 21 Getting an appointment for routine care
Care utilization 4 16 % of adults (20-64) accessing to specialist
mental health services
Spread of caregivers 2 4 Ratio of population to primary care physicians
in a county Access to non-medical
facilities
1 2 Percentage of the population who live
reasonably close to locations for physical activity, including parks or recreational facilities
Communication between health care professionals
1 1 % of admissions into assessment, treatment
& rehabilitation made by direct community referral
Insurance coverage 1 2 Percentage of the population younger than
age 65 without health insurance Participation of patient in
care process
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Costs
In the costs dimension (Table 4) the most prevalent domain was ‘volume’ (n=17), in which thirteen PM initiatives evaluate the ‘care utilization’ (e.g. number of GP visits per inhabitant). The domains ‘costs of care’ (n=7) and ‘costs of PM organizations’ (n=6) were less prevalent. The most often used subdomains within these two domains were ‘average costs of care’ (n=6) in ‘total costs’ and ‘financial performance’ (n=6) in ‘costs of PM organization’. For each of the subdomains, 1 to 24 measures were used. The ‘productivity losses’ domain was not measured by any PM initiative.
Table 4 | Domains, subdomains and measures used for costs
Domain Subdomains # of initiatives evaluating subdomain
# of measures in subdomain
Example of used measures in subdomain
Costs of care
Measured by 7 initiatives
Average costs of care 6 11 Average costs of inpatient stay
Substitution 2 2 Specialized care vs. primary care
expenditure (%)
Volume
Measured by 17 initiatives
Care utilization 13 57 Number of ED visits of population
Avoidable care prevalence 11 24 Acute hospital readmissions
Provision of preventive screening
11 36 Mammography screening
Provision of lifestyle interventions
6 10 ‘Appetite for life’ nutrition courses
provided in the community
Medication utilization 4 14 Regulation scope for generics
Claims send to insurance company
1 3 Total medical claims
Integration of services 1 1 Session with mental health & addiction
counsellors Patients receiving
self-directed support
1 7 People supported by district nursing
services Costs PM organization
Measured by 6 initiatives
Financial performance 6 9 Achievement of 1% surplus of health
commissioned spend
Improvement process 1 3 Delivery of Cost Improvement Program
savings plan Productivity losses
Measured by 0 initiatives