Skip to main content
Journal of Comorbidity logoLink to Journal of Comorbidity
. 2020 Jun 18;10:2235042X20924172. doi: 10.1177/2235042X20924172

Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system

Husayn Marani 1,2, Hayley Baranek 1, Howard Abrams 3, Michael McDonald 4, Megan Nguyen 1, Juan Duero Posada 4, Heather Ross 4, Toni Schofield 4, James Shaw 1,2, R Sacha Bhatia 1,4,5,6,
PMCID: PMC7303776  PMID: 32596163

Abstract

Background:

Heart failure patients often present with frailty and/or multi-morbidity, complicating care and service delivery. The Chronic Care Model (CCM) is a useful framework for designing care for complex patients. It assumes responsibility of several actors, including frontline providers and health-care administrators, in creating conditions for optimal chronic care management. This qualitative case study examines perceptions of care among providers and administrators in a large, urban health system in Canada, and how the CCM might inform redesign of care to improve health system functioning.

Methods:

Sixteen semi-structured interviews were conducted between August 2014 and January 2016. Interpretive analysis was conducted to identify how informants perceive care among this population and the extent to which the design of heart failure care aligns with elements of the CCM.

Results:

Current care approaches could better align with CCM elements. Key changes to improve health system functioning for complex heart failure patients that align with the CCM include closing knowledge gaps, standardizing treatment, improving interdisciplinary communication and improving patient care pathways following hospital discharge.

Conclusions:

The CCM can be used to guide health system design and interventions for frail and multi-morbid heart failure patients. Addressing care- and service-delivery barriers has important clinical, administrative and economic implications.

Keywords: Heart failure, multi-morbidity, integrated health-care systems, organizational case studies, Chronic Care Model

Introduction

It is estimated that more than half a million Canadians are living with heart failure,1 a chronic condition associated with high mortality and substantial morbidity. It is a growing illness due, in part, to improved survival, an increase in risk factor prevalence and an aging population,2 with the fastest growth projected among individuals over 85.1

As a disease of older adults, heart failure is associated with multiple morbidities.3 One such morbidity is frailty, a disorder characterized by increased physiologic vulnerability to stressors that increases with age and, like heart failure, is most prevalent in the elderly.4,5 Multi-morbidity and frailty in patients with heart failure are associated with worse health outcomes.3,6 This complicates the development and progression of heart failure, and its management at all levels of care within the health system, including primary, secondary and tertiary care, resulting in a significant treatment burden on the patient and hindering an individualized approach to care, which has otherwise been shown to improve outcomes for this patient population.3,69 Empirical research from Canada and abroad on the design of heart failure care in local health systems highlight the need for a more integrated and coordinated approach to care and service delivery that puts patients and their preferences front and centre.1013 Lack of such approaches has resulted in suboptimal care quality and hindered attempts to reduce mortality and rehospitalization for this population.1113 Redesign of primary care specifically has been purported to close the quality gap between current practices and optimal standards.14

The Chronic Care Model (CCM), proposed by Edward Wagner, provides a useful framework for the redesign of heart failure care.15 Developed in response to the increasing prevalence of complex chronic conditions and the subsequent impact on local health systems, it is a framework for designing chronic illness care that assumes improvement in care involves patient-, provider- and system-level interventions.15 It identifies six essential, interdependent elements that need to be considered for a health system to manage complex conditions: health-care organization, delivery system design, decision support, clinical information systems, self-management support and the community. These elements highlight the collective responsibility of patients, caregivers and their community; providers and administrators within their organizations; and policymakers within the health-care system in creating favourable conditions for optimal chronic care management.15 The CCM has informed a number of interventions and care approaches for a range of chronic illnesses.16,17 Interventions derived from the CCM recognize that individuals with one chronic illness, like heart failure, have other morbidities.18

This qualitative study focuses squarely on frontline providers and administrators. We utilize semi-structured interviews with frontline providers and administrators from a large, urban health system to understand their perceptions of heart failure care for patients with frailty and/or multi-morbidity, and key changes, if any, required to improve health system functioning for this population. This study also examines the extent to which the design of heart failure care aligns with elements of the CCM and how we can use this model to understand and improve approaches to care and service delivery for heart failure patients with frailty and/or multi-morbidity.

Methods

Context and setting

This study took place at a large, urban health system in Ontario, Canada. This health system has a comprehensive cardiology program and one of the largest heart failure and heart transplant centres in North America. Ethics approval for this study was obtained from the Women’s College Hospital Research Ethics Board (2014-0035-B).

Study design

This is a qualitative study inspired by case study methodology. Case study methodology has a number of theoretical interpretations. For the purpose of this research, we draw upon the scholarship of Stake and Simons. Case study research is an in-depth, practical investigation of a single case or collective cases to capture the complexity and uniqueness of a specific unit of analysis, whether a phenomenon, project, policy, institution, program, or system in practice. These “cases” exist within defined boundaries that allow the researcher to determine what will or will not be studied.19,20

Our study focuses on a single, geographically bound case—a large, urban health system comprised of frontline health-care providers and administrators. Single case studies have the potential to provide convincing data to test or apply theories and models, such as the CCM.19 Hence, for the purpose of this study, we have opted to focus squarely on an urban health system, but recognize that results may not be generalizable to other contexts, including rural health systems.

Both Stake and Simons posit that cases can be studied from different perspectives. In this study, we utilize semi-structured interviews to understand how providers and administrators perceive health care and service delivery for heart failure patients with frailty and multi-morbidity. As stated earlier, the CCM recognizes that providers and administrators within an organization have a responsibility in creating favourable conditions for optimal chronic care management. For the purpose of this study, patients and family caregivers were not included due to timing and funding constraints, although we recognize they, too, have a critical role in health-care redesign per the CCM. A follow-up study is underway concerning perceptions of heart failure care and service delivery among heart failure patients with frailty and/or multi-morbidity and family caregivers to derive a more fulsome picture of needs among this population and corroborate findings from providers and administrators in this study.

Sampling and data collection

Purposive sampling was used to identify health system leaders (providers and administrators) from a large, urban health system in Ontario, Canada, involved in the care and management of heart failure patients, either in a clinical management or in administrative capacity. For example, informants could include family physicians, specialists (including cardiologists and general internists), registered nurses, other allied health professionals, heart failure program managers, community care providers, or hospital executives with relevant experience in health-care delivery and design.

A list containing the names and e-mail addresses of providers and administrators working within our case of interest was provided by the principle investigator. A research assistant (RA) then recruited informants by e-mail, in which study goals and the principal investigator’s interests in quality of heart failure care were clearly articulated. An individual interview was arranged with each informant who responded expressing interest. Individual interviews were held in person at informant’s place of work, or over the phone, to accommodate availability and for convenience. Interviews were conducted by an RA academically trained in conducting semi-structured interviews. As a non-clinician, this RA entered interviews with limited presuppositions about the subject matter. Informed written consent was obtained from all informants prior to the interview. Each interview lasted between 15 min and 30 min, and took place between August 2014 and January 2016. This lengthy data collection period is a result of various scheduling conflicts and a follow-up e-mail recruitment process intended to obtain additional informants. Recruitment formerly ended following consensus among the research team that perceived thematic saturation had been achieved.

Our semi-structured interview guide (Appendix A in the online supplemental material) included guiding questions and prompts adapted from the “Innovate A-Fib Interview Guide,” a validated questionnaire developed by OpenLab at Toronto’s University Health Network.21 Questions were tailored to understand approaches to heart failure care. For example, questions explore informant perceptions of care, whether positive or negative, for frail and multi-morbid heart failure patients (including perceived challenges experienced by patients and how patients flow through the health system), the value of assessing frailty and multi-morbidity and recommendations to achieve optimal care for these patients. The application of the CCM occurred at the point of analysis (further discussed below), and so informants were not expected to understand the CCM, they were not asked about the CCM during the interview process and they were not aware that the CCM would be applied to analyze findings. Given that semi-structured interviewing is an emergent process, not all guiding questions presented in Online Appendix A were asked of all informants and guiding questions did not preclude exploration of important topics raised by informants.

Data analysis

Interviews were audio-recorded and transcribed verbatim by an RA. Gaps in the transcripts were filled by member checking or contacting informants for clarification. Three transcripts were coded inductively by three RAs trained in qualitative data analysis using Microsoft Word. We opted not to use more advanced coding packages (e.g. NVivo) due to limited access and varying levels of proficiency among coders, and because the sophisticated analytic procedures available in more advanced software were not needed for the purpose of this study. The research team, comprising of the principal investigator, a qualitative social scientist and three RAs, met to review coding for inter-rater reliability and developed a coding framework, or codebook. Remaining transcripts were then divided among RAs and coded using the codebook as a guide.

Codes were then analyzed thematically by the research team to identify themes and patterns that most comprehensively represent the data. An interpretive analysis of themes was then conducted, which is an approach in qualitative case study analysis involving the interpretation of qualitative data through the development of, or application to, conceptual categories.22 In the context of this study, we sought to understand how key themes derived from the data may be understood in relation to the six elements of a health-care system that promote high-quality chronic disease care outlined in the CCM.15 Drawing these relationships was an interpretive exercise by the research team, and so these relationships may not be exhaustive and additional relationships may be surmised.

Results

Twenty-five e-mails invitations were sent over the recruitment period. Twenty-one informants agreed to participate. As a result of cancellations and scheduling conflicts among 5 informants (2 community-based family physicians, 1 geriatrician and 2 registered nurses), 16 informants were interviewed. The informant group included seven cardiologists (three of whom work in an administrative capacity, for example, as heart failure program director or clinical division head), one family physician, three internists (one of whom works in an administrative capacity), one registered cardiovascular nurse, one advanced practice nurse practitioner specializing in heart failure care, one nephrologist, one rheumatologist and one hospital policymaker. Further demographic information on informants is presented in Online Appendix B. No informants dropped out of the study and no interviews were repeated.

Findings have been categorized into five themes representing current approaches to heart failure care for frail and/or multi-morbid heart failure patients. Themes were then assigned to one or more elements of the CCM (Table 1) to illustrate how incorporating elements of the CCM into the design of complex heart failure care might address shortcomings and challenges in current care approaches identified by informants. Drawing these relationships was an interpretive exercise by the research team, and so additional relationships may be surmised. To draw out inter-relationships between themes and CCM elements, Table 1 presents supplemental representative quotes from informants. These relationships are further unpacked in our discussion.

Table 1.

Relationships between elements of the CCM and themes from informant interviews.

CCM elements Representative themes Representative quotes
Health-care organization: Create a culture, organization and mechanisms that promote safe, high-quality care (includes leadership, organizational values/goals and reimbursing/purchasing environment) Theme 1: Care approaches are complex “I am almost never taking care of somebody where heart failure is their primary or sole problem. It is heart failure, but pneumonia plus diabetes plus dementia. Where heart failure is prioritized on the list depends on where the other things are.” (General internist—P4)
“I’m sure I want to know how frail my patient is, as that will eventually help me decide which way we should go, since some older patients are so frail that they need more palliative [versus] invasive intervention.” (Cardiologist—P15)
Theme 3: A standardized protocol of care would improve care delivery “…I think for the academic doctors, we are probably following the guidelines but the non-academic or community doctors probably follow the guidelines very little. We just did a trial to look at the peripheral heart failure clinic [and] there are a very low number patients following the guidelines of the recommended dose of therapy.” (Cardiologist—P13)
Theme 4: Interdisciplinary approaches to care are missing “I think in general, it does take a team to manage someone who is more complex than just presenting with failure.” (Family Doctor—P10)
“When they have multiple morbidities, we either need someone who is capable of managing the morbidities or very good communication between the doctors who are managing the morbidities because there is so much conflict between the treatment modalities and the expectations of the different specialists when someone has multiple comorbidities.” (Cardiologist/Manager—P1)
Delivery system design: Assure the delivery of effective, efficient clinical care and self-management support (includes practice design and labour/personnel) Theme 2: Barriers to optimal care include non-medical factors “I think that for people who are marginalized, it is very tough. I think in general, it does take a team to manage someone who is more complex than just presenting with failure.” (Family doctor—P10)
Theme 4: Interdisciplinary approaches to care are missing “I think the first thing is you would have a strong primary care system where the primary care doctor would be the quarterback. You need to have good access to cardiology and multi-disciplinary cardiac teams to deal with some of the complications and the other related issues to heart failure.” (Cardiologist—P12)
“I think one of the challenges we face is real-time transparent communication between members of the health care system in the primary family practice unit or health care group. I think that this is one of the biggest challenges for us. We can see a patient, and then they see a nephrologist who may not be at this institute and we have to try to make sure our communication gets to them and theirs gets to us. Because they may want to adjust a medication that I don’t want to adjust and vice versa…how do we ensure that we are not actually hindering patient’s care by our differential approach?” (Cardiologist/Heart failure specialist—P7)
Decision support: Promote clinical care that is consistent with scientific evidence and patient preferences (includes the use of guidelines and educational sessions) Theme 1: Care approaches are complex “…you can’t just deal with their heart failure because so many other things are interfacing with it and you may not have the knowledge, skills and resources to deal with that problem that is related to, or aggravating, their heart failure. How to work through that is difficult.” (Nurse manager/Heart failure specialist—P11)
“…there is [an] issue [with] comorbidities and polypharmacy. They are going to be on multiple medications, [and have] confusion with […] timing [and] dosage adjustments…this often [necessitates] supervision…[If] and when they do have heart failure, medications can be changed […] frequently as you are adjusting to the volume status, which can be complicated and difficult for a caregiver if they don’t have a medical background or are elderly and frail themselves….” (Cardiologist/Manager—P1)
“We know cardiac rehab is very effective for heart failure patients with multiple comorbidities. Do we want to […] get them into a cardiac rehab program if they are also frail? Immobility will worsen their prognosis.” (Cardiologist—P12)
Theme 3: A standardized protocol of care would improve care delivery “I think an ideal system would have an evidence-based standardized protocol that was shared and became commonplace; in other words, the whole circle of care used it. The specialists, the family physicians and the patients [would know] this protocol and the patients [would be] engaged in co-managing it….” (Family Doctor—P10)
Clinical information systems: Organize patient and population data to facilitate efficient and effective care, and ensure compliance with practice guidelines (includes reminder systems, feedback tools and registries) Theme 3: A standardized protocol of care would improve care delivery “I would love to see seamless electronic integration happening so that community, institutional and primary care are able to coordinate care a whole lot better. I think that would go a long way. Clinicians would have richer information; patients if they could access it, could have a better understanding of what was happening, […] and people at the regional level would understand what was happening from a performance measurement perspective and look for variations, justified [or] unjustified.” (Administrator—P9)
Theme 4: Interdisciplinary approaches to care are missing “I think that using technology to help us is kind of a given. […] We are putting a lot of work into [a virtual clinic environment in the home environment] using Bluetooth enabled technology […] that home environment is being monitored for their weight, blood pressure, heart rate and all […] this information gets pushed to all members of the team in real-time so all members can communicate….” (Cardiologist/heart failure Specialist—P7)
Self-management support: Empower and prepare patients to manage their health and health care Theme 2: Barriers to optimal care include non-medical factors “…‘I don’t think they are getting it, I just don’t think it’s connecting,’ and so […] cognitive function is a huge issue in communication strategies.” (Nurse manager/Heart failure specialist—P11)
“…the most important thing that we don’t do as clinicians enough is to ask patients what their preferences are—not in terms of what diseases they want treated, but what they want to be able to do, or how would they like to be able to feel.” (Rheumatologist—P5)
Theme 5: Improved care pathways are needed “Another important issue is recurrent hospitalizations which is super disruptive and tough to manage. For patients who have very little support, coming into the hospital is almost a routine thing. And keeping patients out of the hospital is also really challenging.” (Cardiologist/Manager—P14)
“…the other thing that goes with frailty is that you often think of older patients and you often think of geriatricians [who] are like gold bars. They are very hard to find [and] are wonderful when you can find them. To […] do a patient justice and take the time it takes to manage the problems related to frailty and aging, you need a lot of expertise and access. If you could embed geriatricians or people with an interest in care of the elderly in your care plan, that would be an important component….” (Cardiologist/heart failure specialist—P3)
The community: Mobilize community resources to meet needs of patients Theme 5: Improved care pathways are needed “…ensuring you have the integration between home and community care supports, [and] the different organizations; so hospital x is different from the community care access centre, which is different from the primary care practice…All of these are different organizational entities that aren’t necessary streamlined, so that fragmentation of the system needs to be corrected.” (Cardiologist—P12)
“…geriatrics and palliative care […] is probably something that just has to be explicitly built in as a pathway. Because […] there are some people, in fact all people, [who] ultimately end up in that same place, and I think we sometimes neglect it….” (General Internist—P4)

CCM: Chronic Care Model.

Overall, incorporating elements of CCM into the design of complex heart failure care could address challenges in current approaches to care for this population. Key changes to improve health system functioning for complex heart failure patients that align with the CCM include closing knowledge gaps, standardizing treatment, improving communication between interdisciplinary providers and improving patient care pathways following hospital discharge.

Theme 1: Care approaches are complex

Informants understood that frailty and multi-morbidity affect heart failure treatment and outcomes. Several acknowledged that if a patient does not die from heart failure, they may likely succumb to, or be rehospitalized for, complications from another morbidity, such as diabetes, chronic kidney disease, or chronic obstructive lung disease.

As a result, frailty and multi-morbidity affect the extent to which clinicians are able to adhere to guideline-recommended therapy for each individual morbidity a patient with heart failure presents with. These patients are usually prescribed a complex combination of medications; however, pharmacological decisions should aim to avoid adverse effects, including drug contraindications resulting in rehospitalization. Heart failure clinicians who work in siloes or lack access to care teams that include pharmacists and general internists may be unaware of how to proceed pharmacologically when a heart failure patient is frail and/or multi-morbid.

…you can’t just deal with their heart failure because so many other things are interfacing with it and you may not have the knowledge, skills and resources to deal with that problem that is related to, or aggravating, their heart failure. How to work through that is difficult. (Nurse manager/Heart failure specialist—P11)

A similar rationale applies to rehabilitative courses of treatment. Cardiac rehabilitation may be effective for multi-morbid heart failure patients, but for those who are immobile as a result of their frailty, such an approach may worsen their prognosis.

For older heart failure patients with frailty and multi-morbidity, careful compliance with prescribed medication is important. However, for patients with age-related cognitive impairment like dementia or limited health literacy, communicating medication instructions is challenging. As a result, patients may be unable to understand or remember, and therefore comply with, these instructions. In such cases, the role of the family caregiver as a member of the patient’s care team becomes critical.

…there is [an] issue [with] comorbidities and polypharmacy. They are going to be on multiple medications, [and have] confusion with […] timing [and] dosage adjustments…this often [necessitates] supervision…[If] and when they do have heart failure, medications can be changed […] frequently as you are adjusting to the volume status, which can be complicated and difficult for a caregiver if they don’t have a medical background or are elderly and frail themselves…. (Cardiologist/Manager—P1)

Informants acknowledged that aggressive treatment interventions are appropriate only for younger patients without frailty and multiple morbidities. For older heart failure patients presenting with frailty or multi-morbidity, these courses of action may not be the most appropriate.

Adding to this complexity are patient preferences. Informants noted an important facilitator to optimal care is acknowledging patient preferences when patients with heart failure present with more than one morbidity. These preferences include their need and desire for lifestyle interventions, not just surgical or pharmacological interventions, and acknowledgement of patient characteristics such as culture and gender.

…the most important thing that we don’t do as clinicians enough is to ask patients what their preferences are—not in terms of what diseases they want treated, but what they want to be able to do, or how would they like to be able to feel. (Rheumatologist—P5)

Given the time constraints of office visits, clinician informants highlighted often forgetting to ask patients about their preferences, but emphasized that these preferences are critical in patient-centred heart failure care.

Theme 2: Barriers to optimal care include non-medical factors

Informants understood that medical conditions do not exist in isolation of the social determinants of health. For frail and multi-morbid heart failure patients, not having access to nutritious food, transportation to reach a hospital for follow-up appointments and/or community, social, and family support means effective provider management and self-management of heart failure and other morbidities is difficult.

I think that for people who are marginalized, it is very tough. I think in general, it does take a team to manage someone who is more complex than just presenting with failure. (Family doctor—P10)

According to the informants, the implications of frailty and multi-morbidity is felt greatly by those heart failure patients who lack sufficient health literacy as a result of cognitive deficits and/or limitations in speaking and/or reading English. These individuals may have difficulty adhering to their provider-directed heart failure care plan which—in addition to clinical directives like medication intake instructions presented in theme 1—includes lifestyle directives like dietary, salt and fluid restrictions and exercise behaviours.

…“I don’t think they are getting it, I just don’t think it’s connecting,” and so […] cognitive function is a huge issue in communication strategies. (Nurse manager/Heart failure specialist—P11)

Theme 3: A standardized protocol of care would improve care delivery

According to the informants, there is no standard of care in place so that patients flow through care in the same way, nor is there a shared, validated, evidence-based, heart failure-specific standardized protocol for the whole circle of care that distinguishes high-risk from low-risk patients with heart failure. The difference between what is considered mild, moderate, or severe heart failure has implications on treatment, and a standardized protocol for such categories would be helpful.

I think an ideal system would have an evidence-based standardized protocol that was shared and became commonplace; in other words, the whole circle of care used it. The specialists, the family physicians and the patients [would know] this protocol and the patients [would be] engaged in co-managing it…. (Family doctor—P10)

One informant’s vision for a shared model included better identification methods for high-risk heart failure patients, improved access to specialists through point-of-contact or e-mail connection, an inter-disciplinary team and better clinical information systems such as remote telemedicine access if needed.

I would love to see seamless electronic integration happening so that community, institutional and primary care are able to coordinate care a whole lot better. I think that would go a long way. Clinicians would have richer information; patients if they could access it, could have a better understanding of what was happening, […] and people at the regional level would understand what was happening from a performance measurement perspective and look for variations, justified [or] unjustified. (Administrator—P9)

Without a standardized protocol, solo physicians who care for multi-morbid and frail heart failure patients are challenged when counseling patients or educating these patients in self-management principles. While a specialist in internal medicine or cardiology may feel comfortable managing these patients, many primary care providers, particularly those in community settings, may not have access to comprehensive disease management resources or programs. As a result, the patient may be sent to an emergency department for more rapid access to diagnostics or consultations, thereby compromising opportunities for more integrated, ambulatory care and increasing acute health-care utilization and costs.

…I think for the academic doctors, we are probably following the guidelines but the non-academic or community doctors probably follow the guidelines very little. We just did a trial to look at the peripheral heart failure clinic [and] there are a very low number patients following the guidelines of the recommended dose of therapy. (Cardiologist—P13)

It should be noted that, while informants agreed a standardized care protocol is necessary, they were largely unaware of successful models implemented elsewhere in North America and worldwide, and of evidence to validate the impact of standardized protocols on health-care outcomes.

Theme 4: Interdisciplinary approaches to care are missing

The majority of informants identified the importance of an interdisciplinary team to follow heart failure patients through their disease trajectory, both within and outside a hospital setting.

While the definition of “interdisciplinary” varied among informants, it could include a combination of health-care providers, allied health practitioners and community health practitioners; for example, family physician, cardiologist, general internist, psychiatrist, pharmacist, nurse, dietician, community services coordinator, social worker, occupational/physical therapist and the patient’s family/caregivers.

An interdisciplinary approach would address treatment and communication gaps identified in themes 1 and 3. For both patients and providers, this would facilitate a smoother care transition between various care pathways, including primary to secondary care (theme 5).

When they have multiple morbidities, we either need someone who is capable of managing the morbidities or very good communication between the doctors who are managing the morbidities because there is so much conflict between the treatment modalities and the expectations of the different specialists when someone has multiple comorbidities. (Cardiologist/Manager—P1)

This would address a range of issues experienced by the solo family physicians: Family physicians are often excluded from specialty decision-making; may not have specific cardiac knowledge to advise a patient or his/her family members; may refrain from prescribing an important medication at the risk of unknown contraindications; and are often caught between conflicts with specialists around what constitutes best practice for a patient. Yet, it is the family physician who is often the patient’s care manager and should, according to some informants, co-ordinate the team and facilitate the integration of care.

I think the first thing is you would have a strong primary care system where the primary care doctor would be the quarterback. You need to have good access to cardiology and multi-disciplinary cardiac teams to deal with some of the complications and the other related issues to heart failure. (Cardiologist—P12)

Despite acknowledging the importance of interdisciplinary communication, informants admitted that communication between members of a care team is time-consuming, particularly around tracking prescribed medications and lab results and diagnostic scans ordered by other specialists.

Informants suggested clinical information systems to alleviate time-related challenges in communication between health-care providers; for example, portals or web-based access to information (a virtual environment) involving all members of the health-care team and interdisciplinary telemedicine.

I think that using technology to help us is kind of a given. […] We are putting a lot of work into [a virtual clinic environment in the home environment] using Bluetooth enabled technology […] that home environment is being monitored for their weight, blood pressure, heart rate and all […] this information gets pushed to all members of the team in real-time so all members can communicate…. (Cardiologist/heart failure Specialist—P7)

Overall, informants believed a culture shift that acknowledges the importance of interdisciplinary communication is necessary. Features of interdisciplinary care could include a care navigator who ensures problems do not emerge; real-time communication between all members of a patient’s care team, including their family caregiver, to reduce siloed care; and adherence to a shared, standardized protocol as discussed in theme 3. Fewer informants also suggest that formalized relationships and mentoring models between specialist and family physicians are needed to close care gaps.

Theme 5: Improved care pathways are needed

Finally, informants advocated for several improved care pathways, including the pathway between primary and secondary care, between the patient’s emergency room visit and hospital admission and between hospital discharge and home/community, long-term or palliative/end-of-life care. Informants highlighted that the goals of an improved care pathway include preventing or reducing unnecessary readmission, characteristic among heart failure patients who present with frailty and multi-morbidity. Reducing readmission would minimize health-care utilization and thus cost to the health-care system.

…ensuring you have the integration between home and community care supports, [and] the different organizations; so hospital x is different from the community care access centre, which is different from the primary care practice…All of these are different organizational entities that aren’t necessary streamlined, so that fragmentation of the system needs to be corrected. (Cardiologist—P12)

High readmission rates could be avoided through a care pathway that adheres to a standardized protocol that includes best treatment practices for low- or high-risk patients (theme 3). High readmission rates could also be addressed through better teaching and communication between providers involved in the patient’s care (theme 4). As mentioned in theme 3, there is a perception that admission to the emergency room is a default option for primary care providers who do not have the resources to implement a treatment protocol for a patient who presents with cardiac symptoms alongside frailty and/or multiple morbidities.

Frequently mentioned among informants was improving the care pathway for frail geriatric patients by ensuring that those with relevant expertise, namely geriatricians, are part of their heart failure care team.

…geriatrics and palliative care […] is probably something that just has to be explicitly built in as a pathway. Because […] there are some people, in fact all people, [who] ultimately end up in that same place, and I think we sometimes neglect it…. (General internist—P4)

Informants also discussed that there are critical and decisive differences between discharging a geriatric patient at end of life back to their home versus a palliative facility. If they are discharged home, there must be home- or community-based resources in place to support the patient and caregivers. Informants noted that seamless transition among patients into community-based care has become particularly important in light of recent movements across the world toward models of integrated health-care delivery.

Discussion

Informants in our study acknowledged that frailty and multi-morbidity must be considered in the design of heart failure care. Issues in care design for this complex population stem from non-standardized approaches to care, poor interdisciplinary communication between providers, uncoordinated care transition processes and insufficient recognition of social dimensions of health in care delivery. These findings corroborate observations of care approaches for complex and multi-morbid heart failure patients in other local health systems. For example, non-standardized approaches to care is a result of knowledge gaps around age-tailored treatment and pharmacological best practices23 and how to effectively use virtual care and health information technology to document data and improve outcomes.2426 Furthermore, care approaches are siloed due to poor interdisciplinary communication,2629 limited patient and caregiver involvement in care planning and recognition of patient preferences10,28,30 and suboptimal coordination in care pathways, particularly from acute settings to the community or palliative/end-of-life care,11,28,31 contributing to rehospitalization among complex heart failure patients.13,32

Several chronic disease models and principles exist to guide the design of effective chronic disease care. Beyond the CCM, other models and principles include the Stanford Model, Improving Chronic Illness Care, the Community-based Transition Model, the Ariadne principles and Innovative Care for Chronic Conditions.33,34 Previous reviews of literature evaluating some of these models note the CCM as being the most widely used and most effective in improving health outcomes and health system practices for people living with one or more chronic diseases.33 In another review focused squarely on the effectiveness of CCM elements, employing some combination of elements of the CCM resulted in improvements in health system practices and health outcomes for people living with one or more chronic diseases in 75 of the 77 studies.35 While the CCM does call for structural change that recognizes the role of the patient, it has its limitations, particularly concerning outcomes that matter to patients (e.g. reducing patient work and improving patients’ capacity).36 Overall, though, when considering its role in achieving health system goals and improving disease-specific outcomes for patients with one or more morbidities and its recognition of the various health system actors involved in chronic disease management,18 the CCM serves as a useful model to both interrogate current approaches in complex heart failure care and inform future approaches.

From the relationships presented in Table 1, we can see a disconnect between informant-identified themes and favourable conditions for optimal chronic care management outlined in the elements of the CCM. However, these relationships also reveal opportunities in terms of how to fill gaps in care delivery with interventions and approaches that better align with these elements. For example, consideration of self-management support in the design of heart failure care may address challenges concerning non-medical factors that hinder optimal care (theme 2) and improve care pathways for patients who otherwise have little support in navigating the health system on their own.

Noteworthy in Table 1 is that themes may be framed by one or more elements of the CCM. For example, challenges associated with non-standardized approaches to care, for example, physician variation in uptake of guidelines concerning recommended doses of therapy (theme 3) can be framed by three CCM elements: health-care organization, which is concerned with promoting safe and high-quality care; decision supports, which is concerned with promoting evidence-based clinical care; and clinical information systems, which is concerned with the organization of data in ensuring compliance with practice guidelines. In a systematic review of studies of diabetes care programs featuring elements of the CCM, interventions featuring four or fewer CCM elements were found to improve patient outcome measures, suggesting no single element of CCM is essential for improving patient outcomes.37 In a more recent systematic review of the effectiveness of integrated care interventions in reducing demands on the acute care sector, interventions comprising of multiple components of the CCM were significantly more effective than single component interventions at reducing admission and readmission rates, length of hospital stay and emergency room visits.17 This suggests that limitations in the design of heart failure care could be addressed by incorporating at least one of the CCM elements.

Heart failure interventions and care approaches informed by elements of the CCM are emerging in acute and community settings. Based on empirical research from local health systems, these interventions are yielding positive results, including reduced morbidity and mortality rates38,39; a lower risk of hospital readmission38,40; improved self-care practices among patients4042; productive interactions between patients and their medical teams41; improved care coordination as a result of telemonitoring approaches4143; reduction in direct hospital costs43; and greater cognizance of elder patient needs, particularly in transitioning to home, a long-term care facility or palliative care.44

System redesign for chronic illness has important economic incentives. Of particular concern to informants is the rising cost of heart failure care, particularly when frailty and multi-morbidity are factored in. It is estimated that hospital admissions for which heart failure is the primary diagnosis will cost CAD$720 million by 2030, and CAD$2.8 billion when admissions for which heart failure is a secondary diagnosis are considered.45 The CCM recognizes that it may be cost-effective to risk-stratify chronic illness and target interventions to high-risk individuals.37 Through informant interviews, we know that frailty and multi-morbidity impact heart failure severity and treatment trajectory, and so the CCM is a useful framework from a cost savings perspective when implemented for complex chronic illnesses in which illness severity varies greatly (e.g. congestive heart failure and asthma). When interventions are informed by the CCM, a health system may see immediate cost savings through reduced hospital and emergency department use.46

The CCM is a useful framework for complex chronic illnesses like heart failure, as it supports informant visions of what an ideal health system should look like for heart failure patients who are frail and multi-morbid. However, its full implementation will not be quick or easy. Few health systems have achieved complete implementation of the CCM. This article’s findings will hopefully serve as a launching pad from which future work will follow around how elements of the CCM can be implemented to begin redesigning the system in which these patients receive care. Specifically, examining the ways in which the various components of the CCM interact when implemented is a key direction for future research and will help to clarify implementation strategies that stand to be most effective for heart failure patients living with frailty and/or multi-morbidity.

Limitations

Study informants are from a large academic hospital system within a large urban centre, so these results may not be generalizable to other settings across Ontario, Canada, or elsewhere, including rural settings, community hospitals and developing countries where heart failure outcomes may differ.47 To that end, although we present a strong need for interdisciplinary care teams in theme 4, no community care providers were interviewed in this study despite recruitment efforts. Furthermore, patients and caregivers were not interviewed for this study due to research funding constraints. A follow-up study on the perception of heart failure care among frail and/or multi-morbid heart failure patients and caregivers is underway to provide a fulsome understanding of care and service delivery needs among this population. Finally, given the duration allotted for data collection, there was a concern that the design of heart failure care and service delivery may have changed; however, upon member checking with informants and confirmation with co-authors, no such changes have occurred and findings from this study still hold.

Conclusion

Existing research on the design of heart failure care tests and assesses clinical outcomes, interventions or processes in heart failure care to reach conclusions about their clinical effectiveness. This study is unique because it qualitatively examines the design of heart failure care for frail and multi-morbid patients from the perspective of providers and administrators in a local health region. From a patient perspective, improving the design of health-care delivery for this population may improve health outcomes, and from a health system perspective, reducing the high rate of rehospitalization characteristic of this population could generate future cost savings. Beyond heart failure, many system-related challenges hindering optimal care for complex disease populations can be addressed through interventions that are informed by elements of the CCM. Thus, these findings present useful learning lessons for the care of other complex chronic disease populations. To that end, these findings may be useful in informing health system redesign efforts in Ontario and other jurisdictions across Canada and the world, which are increasingly moving toward more integrated systems of health-care delivery.

Supplemental material

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_A_NEW_Jan28,2020 - Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_A_NEW_Jan28,2020 for Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system by Husayn Marani, Hayley Baranek, Howard Abrams, Michael McDonald, Megan Nguyen, Juan Duero Posada, Heather Ross, Toni Schofield, James Shaw and R Sacha Bhatia in Journal of Comorbidity

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_B_NEW_Jan28,2020 - Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_B_NEW_Jan28,2020 for Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system by Husayn Marani, Hayley Baranek, Howard Abrams, Michael McDonald, Megan Nguyen, Juan Duero Posada, Heather Ross, Toni Schofield, James Shaw and R Sacha Bhatia in Journal of Comorbidity

Footnotes

Authors’ note: Requests for underlying research materials may be directed to the corresponding author, Dr. Sacha Bhatia, at sacha.bhatia@wchospital.ca.

Author contributions: HB conducted and transcribed interviews. HM, HB and MN analyzed transcripts. HM prepared the manuscript. JS and SB supervised analysis and offered insight on theoretical frameworks for analysis. HA, MM, JDP, HR and TS critically reviewed the manuscript. All authors approved the final manuscript.

Declaration of conflicting interests: The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Funding: The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This research was funded by the Innovation in Quality Award from the Division of Cardiology in the Department of Medicine at the University of Toronto.

ORCID iD: R Sacha Bhatia Inline graphic https://orcid.org/0000-0001-6206-5318

Supplemental material: Supplemental material for this article is available online.

References

  • 1. Public Health Agency of Canada. Heart disease in Canada: highlights from the Canadian chronic disease surveillance system, https://www.canada.ca/en/public-health/services/publications/diseases-conditions/heart-disease-canada-fact-sheet.html (2017, accessed 6 November 2019).
  • 2. Johansen H, Strauss B, Arnold JMO, et al. On the rise: the current and projected future burden of congestive heart failure hospitalization in Canada. Can J Cardiol 2003;19(4): 430–435. [PubMed] [Google Scholar]
  • 3. Dunlay SM, Chamberlain AM. Multimorbidity in older patients with cardiovascular disease. Curr Cardiovas Risk Rep 2016;10(3). DOI: 10.1007/s12170-016-0491-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4. Jha SR, Ha HSK, Hickman LD, et al. Frailty in advanced heart failure: a systematic review. Heart Fail Rev 2015; 20(5): 553–560. [DOI] [PubMed] [Google Scholar]
  • 5. Cerqueiro JM, González-Franco A, Montero-Pérez-Barquerro M, et al. Reduction in hospitalizations and emergency department visits for frail patients with heart failure: results of the UMIPIC healthcare program. Rev Clin Esp (Eng Ed) 2016; 216(1): 8–14. [DOI] [PubMed] [Google Scholar]
  • 6. Mogensen UM, Ersboll M, Andersen M, et al. Clinical characteristics and major comorbidities in heart failure patients more than 85 years of age compared with younger age groups. Eur J Heart Fail 2011; 13(11): 1216–1223. [DOI] [PubMed] [Google Scholar]
  • 7. Integrated care for older people: guidelines on community-level interventions to manage declines in intrinsic capacity. Geneva: World Health Organization, 2017. [PubMed] [Google Scholar]
  • 8. May CR, Eton DT, Boehmer K, et al. Rethinking the patient: using burden of treatment theory to understand the changing dynamics of illness. BMC Heal Serv Res 2014; 14: 281. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9. Mair FS, May CR. Thinking about the burden of treatment. BMJ 2014; 349: g6680. [DOI] [PubMed] [Google Scholar]
  • 10. Muth C, Blom JW, Smith SM, et al. Evidence supporting the best clinical management of patients with multimorbidity and polypharmacy: a systematic guideline review and expert consensus. J Inter Med 2019; 285(3): 272–288. [DOI] [PubMed] [Google Scholar]
  • 11. Hayes SM, Peloquin S, Howlett JG, et al. A qualitative study of the current state of heart failure community care in Canada: what can we learn for the future? BMC Heal Serv Res 2015; 15(290). DOI: 10.1186/s12913-015-0955-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12. Driscoll A, Meagher S, Kennedy R, et al. What is the impact of systems of care for heart failure on patients diagnosed with heart failure: a systematic review. BMC Card Dis 2016; 16(195). DOI: 10.1186/s12872-016-0371-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13. Comin-Colet J, Enjuanes C, Lupón J, et al. Transitions of care between acute and chronic heart failure: critical steps in the design of a multidisciplinary care model for the prevention of rehospitalization. Rev Esp Cardiol (Eng Ed) 2016; 69(10): 951–961. [DOI] [PubMed] [Google Scholar]
  • 14. Institute of Medicine. Crossing the quality chasm: a new health system for the 21st century. Washington, DC: National Academies Press, 2001. [PubMed] [Google Scholar]
  • 15. Bodenheimer T, Wagner EH, Grumbach K. Improving primary care for patients with chronic illness. JAMA 2002; 288(14): 1775–1779. [DOI] [PubMed] [Google Scholar]
  • 16. Adams SG, Smith PK, Allan PF, et al. Systematic review of the chronic care model in chronic obstructive pulmonary disease prevention and management. JAMA Intern Med 2007; 167(6): 551–561. [DOI] [PubMed] [Google Scholar]
  • 17. Damery S, Flanagan S, Combes G. Does integrated care reduce hospital activity for patients with chronic diseases? An umbrella review of systematic reviews. BMJ Open 2016; 6: e011952. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18. Boyd CM, Fortin M. Future of multimorbidity research: how should understanding of multimorbidity inform health system design. Public Health Rev 2010; 32(2): 451–474. [Google Scholar]
  • 19. Stake RE. The art of case study research. Thousand Oaks, CA: SAGE, 1995. [Google Scholar]
  • 20. Simons H. Case study research in practice. London: SAGE, 2009. [Google Scholar]
  • 21. AFIB innovation program Toronto, ON: Centre for Innovation in Complex Care (CICC) at the University Health Network, http://www.uhnopenlab.ca/AFIBInnovationProgram/index.html (2017, accessed 6 November 2019).
  • 22. McDonough J, McDonough S. Research methods for English language teachers. London: Arnold, 1997. [Google Scholar]
  • 23. Baron-Franco B, McLean G, Mair FS, et al. Comorbidity and polypharmacy in chronic heart failure: a large cross-sectional study in primary care. Br J Gen Pract 2017; 67(658): e314–e320. DOI: 10.3399/bjgp17X690533. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24. Alluhaidan A, Lee E, Alnosayan N, et al. Designing patient-centered mhealth technology intervention to reduce hospital readmission for heart-failure patients. In: 48th Hawaii international conference on system sciences, Kauai, HI, USA, 5–8 January 2015, pp. 2886–2895. [Google Scholar]
  • 25. Kao DP, Lindenfield J, Macaulay D, et al. Impact of a telehealth and care management program on all-cause mortality and healthcare utilization in patients with heart failure. Telemed e-Health 2016; 22(1). DOI: 10.1089/tmj.2015.0007. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26. O’Malley AS, Reschovsky JD, Saiontz-Martinez C. Interspecialty communication supported by health information technology associated with lower hospitalization rates for ambulatory care-sensitive conditions. J Am Board Fam Med 2015; 28(3): 404–417. [DOI] [PubMed] [Google Scholar]
  • 27. Fendler TJ, Swetz KM, Allen LA. Team-based palliative and end-of-life care for heart failure. Heart Fail Clin 2015; 11(3): 479–498. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28. Press MJ, Gerber LM, Peng TR, et al. Postdischarge communication between home health nurses and physicians: measurement, quality, and outcomes. J Am Geriatr Soc 2015; 63(7): 1299–1305. [DOI] [PubMed] [Google Scholar]
  • 29. Azad NA, Mielniczuk L. A call for collaboration: improving cardiogeratric care. Can J Cardiol 2016; 32(9): 1041–1044. [DOI] [PubMed] [Google Scholar]
  • 30. De Vecchis R, Manginas A, Noutsias E, et al. Comorbidity “depression” in heart failure – potential target of patient education and self-management. BMC Cardiovasc Disord 2017; 17(1): 48. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31. Meyers DE, Goodlin SJ. End-of-life decisions and palliative care in advanced heart failure. Can J Cardiol 2016; 32(9): 1148–1156. [DOI] [PubMed] [Google Scholar]
  • 32. Eastwood CA, Quan H, Howlett JG, et al. Factors associated with 7-day rehospitalization after heart failure admission. J Cardiovasc Nurs 2017; 32(4): 339–347. [DOI] [PubMed] [Google Scholar]
  • 33. Grover A, Joshi A. An overview of chronic disease models: a systematic literature review. Glob J Health Sci 2014; 7(2): 210–227. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34. Muth C, van den Akker M, Blom JW, et al. The Ariadne principles: how to handle multimorbidity in primary care consultations. BMC Med 2014; 12: 223. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35. Davy C, Bleasel J, Liu H, et al. Effectiveness of chronic care models: opportunities for improving healthcare practice and health outcomes: a systematic review. BMC Heal Ser Res 2015; 15(194). DOI: 10.1186/s12913-015-0854-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36. Boehmer KR, Moain Abu Dabrh A, Gionfriddo MR, et al. Does the chronic care model meet the emerging needs of people living with multimorbidity? A systematic review and thematic synthesis. PLoS One 2018; 13(2): e0190852 DOI: 10.1371/journal.pone.0190852. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37. Bodenheimer T, Wagner EH, Grumbach K. Improving primary care for patients with chronic illness – the chronic care model, part 2. JAMA 2002; 288(15): 1909–1914. [DOI] [PubMed] [Google Scholar]
  • 38. Comin-Colet J, Verdú-Rotellar JM, Vela E, et al. Efficacy of an integrated hospital primary care program for heart failure: a population-based analysis of 56742 patients. Rev Esp Cardiol (Eng Ed) 2014; 67: 283–293. [DOI] [PubMed] [Google Scholar]
  • 39. Francesconi P, Ballo P, Profili F, et al. Chronic care model for the management of patients with heart failure in primary care. Heal Ser Ins 2019;12 DOI: 10.1177/1178632919866200. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40. Smith CE, Piamjariyakul U, Dalton KM, et al. Nurse-led multidisciplinary heart failure group clinic appointments: methods, materials, and outcomes used in the clinical trial. J Cardiovasc Nurs 2015; 30(4 Suppl 1): S25–S34. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41. Shaw JD, O’Neal DJ III, Siddharthan K, et al. Pilot program to improve self-management of patients with heart failure by redesigning care coordination. J Card Fail 2011; 17(8): S108–S109. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42. Willemse E, Adriaenssens J, Dilles T, et al. Do telemonitoring projects of heart failure fit the chronic care model? Int J Integr Care 2014; 14(July–Sept): 1–11. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43. Comín-Colet J, Enjuanes C, Verdú-Rotellar JM, et al. Impact on clinical events and healthcare costs of adding telemedicine to multidisciplinary disease management programmes for heart failure: results of a randomized controlled trial. J Telemed Telecare. 2015;22(5):282–295. [DOI] [PubMed] [Google Scholar]
  • 44. Dye C, Willoughby D, Aybar-Damali B, et al. Improving chronic disease self-management by older home health-patients through community health coaching. Int J Environ Res Public Health. 2018; 15(4): 660. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45. Tran DT, Ohinmaa A, Thanh NX, et al. The current and future financial burden of hospital admissions for heart failure in Canada: a cost analysis. CMAJ Open 2016; 4(3): E365–E70. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46. Huber CA, Reich O, Fruth M, et al. Effects of integrated care on disease-related hospitalisation and healthcare costs in patients with diabetes, cardiovascular diseases and respiratory illnesses: a propensity-matched cohort study in Switzerland. Int J Integr Care 2016; 16(1): 1–16. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47. Gamble JM, Eurich DT, Ezekowitz JA, et al. Patterns of care and outcomes differ for urban versus rural patients with newly diagnosed heart failure, even in a universal healthcare system. Circ Heart Fail 2011; 4: 317–323. [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_A_NEW_Jan28,2020 - Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_A_NEW_Jan28,2020 for Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system by Husayn Marani, Hayley Baranek, Howard Abrams, Michael McDonald, Megan Nguyen, Juan Duero Posada, Heather Ross, Toni Schofield, James Shaw and R Sacha Bhatia in Journal of Comorbidity

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_B_NEW_Jan28,2020 - Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system

Supplemental Material, HF_Manuscript_(Journal_of_Comorbidity)_-_Appendix_B_NEW_Jan28,2020 for Improving the design of heart failure care from the perspective of frontline providers and administrators: A qualitative case study of a large, urban health system by Husayn Marani, Hayley Baranek, Howard Abrams, Michael McDonald, Megan Nguyen, Juan Duero Posada, Heather Ross, Toni Schofield, James Shaw and R Sacha Bhatia in Journal of Comorbidity


Articles from Journal of Comorbidity are provided here courtesy of SAGE Publications

RESOURCES