Patient-Informed Value Elements in Cost-Effectiveness Analyses of Major Depressive Disorder Treatment: A Literature Review and Synthesis.

OBJECTIVES: Prior work identified 6 key value elements (attributes of treatment and desired outcomes) for individuals living with major depressive disorder (MDD) in managing their condition: mode of treatment, time to treatment helpfulness, MDD relief, quality of work, interaction with others, and affordability. The objective of our study was to identify whether previous cost-effectiveness analyses (CEAs) for MDD treatment addressed any of these value elements. A secondary objective was to identify whether any study engaged patients, family members, and caregivers in the model development process. METHODS: We conducted a systematic literature review to identify published model-based CEAs. We compared the elements of the published studies with the MDD patient value elements elicited in prior work to identify gaps and areas for future research. RESULTS: Of 86 published CEAs, we found that 7 included patient out-of-pocket costs, and 32 included measures of productivity, which were both priorities for individuals with MDD. We found that only 2 studies elicited measures from patients for their model, and 2 studies engaged patients in the modeling process. CONCLUSIONS: Published CEA models for MDD treatment do not regularly include value elements that are a priority for this patient population nor do they include patients in their modeling process. Flexible models that can accommodate elements consistent with patient experience are needed, and a multistakeholder engagement approach would help accomplish this.

Incorporating Added Therapeutic Benefit and Domestic Reference Pricing Into Medicare Payment for Expensive Part B Drugs.

OBJECTIVES: Identify expensive Part B drugs and evidence for each drug's added benefit and model a reimbursement policy for Medicare that integrates added benefit assessment and domestic reference pricing. METHODS: A retrospective analysis using a 20% nationally representative sample of 2015 to 2019 traditional Medicare Part B claims. Expensive drugs were defined as having average annual spending per beneficiary exceeding the average annual social security benefit ($17 532 in 2019). For expensive drugs identified in 2019, added benefit assessments conducted by the French Haute Autorité de Santé were collected. For expensive drugs with a low added benefit rating, comparator drugs were identified in French Haute Autorité de Santé reports. For each comparator, average annual spending per beneficiary in Part B was computed. Potential savings from 2 reference pricing scenarios were calculated: reimbursing expensive Part B drugs with low added benefit at the level of each drug's (1) lowest cost comparator and (2) beneficiary-weighted-average cost of all comparators. RESULTS: The number of expensive Part B drugs grew from 56 in 2015 to 92 in 2019. Of the 92 expensive drugs in 2019, 34 offer low added benefit. Implementing reference pricing for these expensive drugs with low added benefit could have saved an estimated $2.1 billion if prices were set based on spending for their lowest cost comparator, or $1 billion if prices were set based on the weighted average of spending for comparators. CONCLUSION: Reference pricing based on added benefit assessment could be used to address the launch prices for expensive Part B drugs with low added benefit.

Developing Patient-Centered Real-World Evidence: Emerging Methods Recommendations From a Consensus Process.

OBJECTIVES: The Joint ISPOR-ISPE Special Task Force on Real-World Evidence included patient/stakeholder engagement as a recommended good procedural practice when designing, conducting, and disseminating real-world evidence (RWE). However, there are no guidelines describing how patient experience data (PED) can be applied when designing real-world data (RWD) studies. This article describes development of consensus recommendations to guide researchers in applying PED to develop patient-centered RWE. METHODS: A multidisciplinary advisory board, identified through recommendations of collaborators, was established to guide development of recommendations. Semistructured interviews were conducted to identify how experienced RWD researchers (n = 15) would apply PED when designing a hypothetical RWD study. Transcripts were analyzed and emerging themes developed into preliminary methods recommendations. An eDelphi survey (n = 26) was conducted to refine/develop consensus on the draft recommendations. RESULTS: We identified 13 recommendations for incorporating PED throughout the design, conduct, and translation of RWE. The recommendations encompass themes related to the development of a patient-centered research question, designing a study, disseminating RWE, and general considerations. For example, consider how patient input can inform population/subgroups, comparators, and study period. Researchers can leverage existing information describing PED and may be able to apply those insights to studies relying on traditional RWD sources and/or patient registries. CONCLUSIONS: Applying these emerging recommendations may improve the patient centricity of RWE through improved relevance of RWE to patient communities of interest and foster greater multidisciplinary participation and transparency in RWD research. As researchers gather experience by applying the methods recommendations, further refinement of these consensus recommendations may lead to "best practices."

Ethical and legal considerations in social media research for health technology assessment: conclusions from a scoping review.

OBJECTIVES: The objective was to identify and describe the published guidance and current academic discourse of ethical issues and standards related to the use of Social Media Research for generating patient insights for the use by health technology assessment (HTA) or health policy decisions. METHODS: A scoping review of the literature was conducted in PubMed and Embase and identified 935 potential references published between January 2017 and June 2021. After title and abstract screening by three reviewers, 40 publications were included, the relevant information was extracted and data were collected in a mind map, which was then used to structure the output of the review. RESULTS: Social Media Research may reveal new insights of relevance to HTA or health policies into patient needs, patient experiences, or patient behaviors. However, the research approaches, methods, data use, interpretation, and communication may expose those who post the data in social media channels to risks and potential harms relating to privacy, anonymity/confidentiality, authenticity, context, and rapidly changing technologies. CONCLUSIONS: An actively engaged approach to ensuring ethical innocuousness is recommended that carefully follows best practices throughout planning, conduct, and communication of the research. Throughout the process and as a follow-up, there should be a discourse with the ethical experts to maximally protect the current and future users of social media, to support their trust in the research, and to advance the knowledge in parallel to the advancement of the media themselves, the technologies, and the research tools.

Using social media research in health technology assessment: stakeholder perspectives and scoping review.

OBJECTIVES: The aim of this initiative was to examine collaboratively, in a multi-stakeholder team (health technology assessment (HTA) practitioners with patient involvement expertise, health technology industry, patient advocates, health policy experts, patient engagement experts), whether evidence generated through social media research (SMR) fills current information gaps relating to insights on specific aspects of patient experiences, preferences, or patient needs and delivers additional value to HTA. METHODS: The framing of the project was done in a co-creative, deliberative multi-stakeholder process. Challenge and refinement happened through discussions with 25 independent stakeholders from HTA bodies, industry, academia, and patient advocacy. For critical themes identified during the framing phase, scoping literature reviews were performed including the state of methods and examples for the use of SMR in HTA. RESULTS: The framing and stakeholder discussions specified a set of expectations and requirements, and the scoping reviews revealed the current state of methods and usage of SMR in health-policy decision making. CONCLUSIONS: The project concluded that SMR can contribute new, relevant evidence to HTA. It is however recommended to evolve the science through defining best practices when planning, conducting, and using SMR and to conduct multi-stakeholder pilot SMR projects to address questions relevant to current HTAs and to validate and improve the proposed practices.

Categorization and comparisons of drug recalls for manufacturers and compounders.

BACKGROUND: Ensuring the quality and safety of the pharmaceutical supply chain is a key policy focus vital to protecting the public from harmful or potentially harmful medications. Although the Food and Drug Administration (FDA) reports the number of recalled products per fiscal year and categorizes recalls based on product type and recall classification, these reports do not distinguish between manufactured and compounded products. OBJECTIVES: This research aims to categorize drug recalls based on the reason for recall and then to compare this reason between manufacturers and compounders. METHODS: All publicly available drug recall data were downloaded from the FDA Data Dashboard website on January 24, 2021. Two reviewers independently categorized the recalling firm, distribution pattern, and reason for recall, and a third reviewer resolved all conflicts. Descriptive statistics were reported for recall event classification, distribution, and recall reason for the full sample. Chi-square test of independence was used to assess categorical variables by facility type (manufacturer or compounder) as well as by event classification (class I, II, or III). A subgroup analysis was performed focusing on class I level recalls only, representing the most serious recall, and similar statistical procedures were performed. RESULTS: From June 8, 2012, to January 24, 2021, there were 12,343 drug products recalled; 6771 were from a manufacturer, and 5572 were from a compounder. Most recalls from both compounders and manufacturers were class II recalls with products being distributed to multiple states. Sterility assurance was the predominant reason for recall among compounders, whereas product quality was the most frequent recall reason for manufacturers. There were statistically significant differences in class I recalls between compounders and manufacturers and recall reason compared across recall classification. CONCLUSION: There was a statistically significant difference in the reason for a drug to be recalled, the distribution level, and the product class for manufactured and compounded products.

Food allergy treatment value: Child caregiver and patient perspectives.

BACKGROUND: Food allergy is a major health problem that significantly impacts quality of life (QoL). There is growing focus to evaluate food allergy-related QoL and treatment options' value beyond the clinical effectiveness perspective by engaging patients and caregivers. We aimed to identify and prioritize outcomes important to food allergy parents of children and patients allergic to milk, egg, and/or peanut, to guide comparative effectiveness research (CER) that focuses on evaluating food allergy treatment decisions. METHODS: We conducted a modified 3-round Delphi study to identify and derive consensus on priority treatment outcomes for parents of children and adult patients with diagnosed allergies to at least one of three major allergenic foods (milk, egg, and peanut) from across the United States. RESULTS: Round 1 yielded 44 statements for round 2, and 39 statements reached the agreement level for round 3 ranking. Statements were organized under 4 sections: 1) food allergy problems, 2) treatment experiences, 3) important treatment outcomes, and 4) value of different treatment options. CONCLUSION: Food allergy parents and patients face several social, psychological, medical, healthcare, financial, food selection, and awareness challenges. The areas of consensus on important treatment outcomes revealed shared priority for reducing the risk of potentially fatal allergic reactions and having reliable treatments. The most valued treatment options reflect hope for permanent cure and fear of serious allergic reactions.

Understanding authorized generics-A review of the published clinical data.

WHAT IS KNOWN AND OBJECTIVES: Despite the large body of evidence demonstrating equivalent efficacy and safety for branded drugs and their generic counterparts, some patients and providers have the perception that generics may be less safe and effective than branded agents. Authorized generics (AGs) are a category of generic drugs defined by the United States Food and Drug Administration (FDA) as being the same as the brand-name drug without the brand's name on the label and which may have minor differences, such as tablet or capsule markings for identification. Studies in which AGs are considered along with other generics may increase our understanding of factors that may influence perceptions about generics and shed light on areas where education may be impactful. The objectives of this paper are to provide information about AGs, review studies in which they have been evaluated and explore the role that AGs may fill in the individualized treatment of patients. METHODS: A literature review was conducted on 30 September 2019 with follow-up search on 4 March 2020. The search was focussed on published papers and meeting abstracts that provided information on AGs with respect to medical and health outcomes of therapy as well as switching in individuals receiving branded, AG, or other generic agents. Information about patients' perceptions of generic medications and adherence to therapy was also included. Additional information, including relevant government sources, such as the FDA website and the Federal Trade Commission Report, was included as appropriate. RESULTS: The literature specific to AGs is limited, but available data clearly highlight the importance of patient perception of generics as well as medication appearance as factors that may affect adherence and potentially more frequent switchbacks to branded agents from generics or AGs. WHAT IS NEW AND CONCLUSION: To our knowledge, this is the first narrative review to provide a summary of the published evidence about AGs with respect to clinical and health outcomes and switching. There is a need for more research and education regarding the use of AGs in clinical practice if they are to become more recognized as a potential treatment choice for patients. Generic medications play an important role in the healthcare system, and AGs may be able to provide an option to meet the specific needs of individual patients.

Drug and medical device product failures and the stability of the pharmaceutical supply chain.

OBJECTIVE: Our objective was to review recent drug and medical device recalls, categorize recall types based on the free text descriptions posted within the recall announcements, and conduct exploratory analyses for researchers interested in pharmaceutical supply chain challenges. METHODS: A cross-sectional study of all current recalls, market withdrawals, and safety alerts published by the United States Food and Drug Administration pertaining to drugs was conducted. A manual review of all the recalls was also conducted to extract additional information including company details, recall type (labeling or quality), and location of failure in the pharmaceutical supply chain (manufacturing or distribution). Descriptive statistics and exploratory bivariate analyses were conducted to test any potential differences between drug and device recalls. RESULTS: Most recalls issued between January 2017 and September 2019 were pharmaceutical drug recalls (85.2%), while 34 (14.8%) medical device recalls were issued for the same period. For drug recalls, 85.1% (166/195) were because of quality, while 14.9% (29/195) were because of labeling issues. Of the quality issues for drug recalls, lack of sterility was the most frequent issue (139/166, 83.7%). There was no difference between drug or device recalls based on recall type (P = 0.16), top 20 pharmaceutical company (P = 0.62), or location of the supply chain failure (P = 0.20). CONCLUSIONS: This study provides a process to categorize and evaluate drug and device recalls by recall type and location of the supply chain. By categorizing the free text provided in public recall data it would be easier to monitor trends over time.

Peer Review and Transparency in Evidence-Source Selection in Value and Health Technology Assessment.

OBJECTIVES: Value and health technology assessment (V/HTA) is often used in clinical, access, and reimbursement decisions. V/HTA data-source selection may not be transparent, which is a necessary element for stakeholder understanding and trust and for fostering accountability among decision makers. Peer review is considered one mechanism for judging data trustworthiness. Our objective was (1) to use publicly available documentation of V/HTA methods to identify requirements for inclusion of peer-reviewed evidence sources, (2) to compare and contrast US and non-US approaches, and (3) to assess evidence sources used in published V/HTA reports. METHODS: Publicly available methods documentation from 11 V/HTA organizations in North America and Europe were manually searched and abstracted for descriptions of requirements and recommendations regarding search strategy and evidence-source selection. The bibliographies of a subset of V/HTA reports published in 2018 were manually abstracted for evidence-source types used in each. RESULTS: Heterogeneity in evidence-source retrieval and selection was observed across all V/HTA organizations, with more pronounced differences between US and non-US organizations. Not all documentation of organizations' methods address the evidence-source selection processes (7 of 11), and few explicitly reference peer-reviewed sources (3 of 11). Documentation of the evidence-source selection strategy was inconsistent across reports (6 of 13), and the level of detail provided varied across organizations. Some information on evidence-source selection was often included in confidential documentation and was not publicly available. CONCLUSIONS: Disparities exist among V/HTA organizations in requirements and guidance regarding evidence-source selection. Standardization of evidence-source selection strategies and documentation could help improve V/HTA transparency and has implications for decision making based on report findings.

Unseen Costs: The Direct and Indirect Impact of U.S. Immigration Policies on Child and Adolescent Health and Well-Being.

Shifts in migration and border control policies may increase the likelihood of trauma exposure related to child-parent separation and result in costs to the health system and society. In the present study, we estimated direct and indirect costs per child as well as overall cohort costs of border control policies on migrant children and adolescents who were separated from their parents, detained, and placed in the custody of the United States following the implementation of the 2018 Zero Tolerance Policy. Economic modeling techniques, including a Markov process and Monte Carlo simulation, based on data from the National Child Traumatic Stress Network's Core Data Set (N = 458 migrant youth) and published studies were used to estimate economic costs associated with three immigration policies: No Detention, Family Detention, and Zero Tolerance. Clinical evaluation data on mental health symptoms and disorders were used to estimate the initial health state and risks associated with additional trauma exposure for each scenario. The total direct and indirect costs per child were conservatively estimated at $33,008, $33,790, and $34,544 after 5 years for No Detention, Family Detention, and Zero Tolerance, respectively. From a health system perspective, annual estimated spending increases ranged from $1.5 million to $14.9 million for Family Detention and $2.8 million to $29.3 million for Zero Tolerance compared to baseline spending under the No Detention scenario. Border control policies that increase the likelihood of child and adolescent trauma exposure are not only morally troubling but may also create additional economic concerns in the form of direct health care costs and indirect societal costs.

Engaging hepatitis C infected patients in cost-effectiveness analyses: A literature review.

Cost-effectiveness analyses (CEAs) of hepatitis C virus (HCV) treatment strategies have become common, but few appear to include patient engagement or the patient perspective. The objectives of the current study were to (1) identify published HCV CEA studies that include patient input and (2) derive insights on patient-informed variable and outcome selection to build a framework for future economic analyses of HCV. A literature search was conducted using SCOPUS, EMBASE, and PubMed from January 1, 2012 to May 28, 2017. Terms sought included a combination of "incremental cost-effectiveness ratio" OR "economic evaluation" OR "cost effectiveness analysis" OR "cost utility analysis" OR "budget impact analysis" OR "cost benefit analysis" AND "hepatitis C". A total of 1,040 articles were identified in the search and seven articles were selected for further evaluation after abstracts and the full text of eligible articles were screened. One economic evaluation used direct patient engagement to account for patient preferences in the final model. The study endpoints identified included a variety of clinical, social, psychological, and economic outcomes. Costs primarily focused on productivity loss, missed work, out-of-pocket treatment costs, and indirect costs to family or friends supporting the patient. Conclusion: To date, the inclusion of the patient voice through patient engagement as part of methods in cost-effectiveness research in existing published studies has been limited. Future CEA studies should consider how patient engagement may impact economic models and their implementation into practice. (Hepatology 2018;67:774-781).

Future of Patients in Healthcare Evaluation: The Patient-Informed Reference Case.

The "Reference Case" was developed to facilitate comparability among published cost-effectiveness analyses intended to contribute to decisions about the broad allocation of healthcare resources. Although the societal perspective is recommended for Reference Case analyses, empirical estimations rarely adequately represent the patient perspective, and more often, healthcare system or payer perspectives are used. In this commentary, we discuss the evolution of the Reference Case over the past 20 years and how it now needs to further evolve. This should begin with a patient-informed societal perspective. A realignment of the societal perspective to better include patient perspectives in CEA creates a conduit for patient inclusion. Engaging patients to both derive patient-informed value elements and prioritize value elements using stated preference methods will lead to patient inclusion in the societal perspective and a patient-informed Reference Case analysis.

Advancing the role of the pharmacy technician: A systematic review.

OBJECTIVES: To summarize the findings of a literature search on advancing the role of pharmacy technicians, including the types of training identified and the potential costs and benefits to both the technician and the pharmacy. DATA SOURCES: A literature search of Scopus, Embase, and Medline was conducted on January 11, 2017. STUDY SELECTION: Original research, research reports, case studies, or association reports were included for review. Articles were considered to be relevant based on identification of an advanced pharmacy technician role or addressing additional training/education for technician functions. DATA EXTRACTION: A standard data extraction form was used to collect study authors, article title, year published, journal title, study design, brief description of methods, primary outcome measures, advanced technician roles identified, additional education or training addressed, and additional costs and benefits identified in each article. RESULTS: A total of 33 articles were included for full review and data extraction. Study design varied, with 17 (52%) quantitative, 1 (3%) qualitative, 5 (15%) mixed-method, and 10 (30%) case study designs. Seventeen (52%) of the studies included were published after 2006. The mechanism of training was primarily through supervised on-the-job training, allowing technicians to assume administrative-based positions that facilitated a pharmacist-led clinical service, with either the pharmacist or the pharmacy receiving the greatest benefits. CONCLUSION: Although the literature supports technicians performing advanced roles in the pharmacy, resulting in either improved patient outcomes or opportunities for pharmacists to engage in additional clinical services, the benefits to the technician were primarily indirect, such as an increase in job satisfaction or a more desirable work schedule. If a technician is to take on additional roles that require completion of a formalized training or educational program, benefits that are more tangible may help to inspire technicians to pursue these roles.

Hepatitis C Treatment Regimens Are Cost-Effective: But Compared With What?

BACKGROUND: Numerous economic models have been published evaluating treatment of chronic hepatitis C virus (HCV) infection, but none provide a comprehensive comparison among new antiviral agents. OBJECTIVE: Evaluate the cost-effectiveness of all recommended therapies for treatment of genotypes 1 and 4 chronic HCV. METHODS: Using data from clinical trials, observational analyses, and drug pricing databases, Markov decision models were developed for HCV genotypes 1 and 4 to compare all recommended drugs from the perspective of the third-party payer over a 5-, 10-, and 50-year time horizon. A probabilistic sensitivity analysis (PSA) was conducted by assigning distributions for clinical cure, age entering the model, costs for each health state, and quality-adjusted life years (QALYs) for each health state in a Monte Carlo simulation of 10 000 repetitions of the model. RESULTS: In the lifetime model for genotype 1, effects ranged from 18.08 to 18.40 QALYs and total costs ranged from $88 107 to $184 636. The lifetime model of genotype 4 treatments had a range of effects from 18.23 to 18.43 QALYs and total costs ranging from $87 063 to $127 637. Grazoprevir/elbasvir was the optimal strategy followed by velpatasvir/sofosbuvir as the second-best strategy in most simulations for both genotypes 1 and 4, with drug costs and efficacy of grazoprevir/elbasvir as the primary model drivers. CONCLUSIONS: Grazoprevir/elbasvir was cost-effective compared with all strategies for genotypes 1 and 4. Effects for all strategies were similar with cost of drug in the initial year driving the results.

Examining patient-provider relationship (PPR) quality and patient activation in the Medicare population.

BACKGROUND: Patient activation describes an individual's willingness and ability to take actions to independently manage health. Additional qualities of the relationship between a patient and provider may play a role in patient decision-making and motivation. AIMS: (1) To describe patient characteristics for groups who perceive different quality levels of PPR. (2) To examine the association and determine the effect of PPR on patient activation. METHODS: The Medicare Current Beneficiary Surveys was used to gather information on patient confidence, information seeking behaviors, and PPR. Scores for each variable set were categorized and described. Odds ratios were calculated using multinomial logistic regression models adjusting for sociodemographic variables. RESULTS: The study included 15,185 beneficiaries, 4198 (27.6 %) were categorized as low PPR, 6752 (44.5 %) were moderate PPR, and 4235 (27.9 %) high PPR. Adjusting for covariates, patients with moderate PPR and high PPR were more likely to have higher confidence when making healthcare decisions and exhibit information seeking behaviors compared to low PPR beneficiaries. DISCUSSION: This study supports the notion that patients with stronger relationships with their providers are also more active in healthcare decisions. After adjusting for gender, race, age, education, and income, high-quality PPR was still found to be associated with increased levels of activation in the Medicare population. CONCLUSIONS: High-quality patient-provider relationships are associated with improved patient confidence and information seeking behaviors. Provider-centered strategies to improve patients' connections to their physicians may motivate patients to engage in the healthcare process.

No filter: A characterization of #pharmacist posts on Instagram.

OBJECTIVES: The primary objective was to characterize the underlying intent of Instagram posts using the hashtag metadata term "#pharmacist" over a 1-year period. The secondary objective was to determine whether statistically significant relationships existed between the categories and the 2 dichotomous variables tested, self-portrayed images, and relation to health care. DESIGN: Retrospective, cross-sectional, mixed methods, exploratory, descriptive study. SETTING: A review of available Instagram posts using the hashtag metadata "#pharmacist" from November 4, 2014, to November 3, 2015. Data were collected using software provided by NEXT Analytics. A sample of 14 random days was selected. PARTICIPANTS: Six hundred sixty-one Instagram posts containing "#pharmacist" in the caption. OUTCOME MEASURES: Categorization of post (including both picture and primary caption), self-portrayed images (i.e., "selfie"), and health care-related images. RESULTS: One thousand three hundred thirty-eight posts were collected from the 14-day sample. Of the posts, 661 (49.4%) were analyzed; the remainder were excluded for being written in a non-English language or containing "#pharmacist" in the comments of the post, rather than the primary caption; 19.7% of all posts fell into the Celebration category, followed by Work Experience and Advertisement with 18.6% and 12.6%, respectively. The remainder of the categories contained 10% or fewer posts. Less than 25% of posts were self-portrayed images, and 88% of posts were deemed health care-related. CONCLUSIONS: Instagram is an emerging social media platform that can be used to expand patient education, professional advocacy, and public health outreach. In this study, the majority of #pharmacist posts were celebratory in nature, and the majority were determined to be related to health care. Posts containing #pharmacist may provide the opportunity to educate the public regarding the knowledge and capabilities of pharmacists.

Service description and analysis for an interprofessional discharge clinic within a primary care practice.

At care transitions, patients are susceptible to adverse events and medication errors that can lead to harm or hospital readmission. This study describes the services provided by an interprofessional discharge clinic (IDC) aimed to improve these transitions and the impact on 30-day readmission rate, medication errors, and interventions documented. Data were collected retrospectively using an electronic medical record and analysed using SAS data system. Among 167 discharged patients, 154 patients were seen by a physician only (PO) and 13 patients were seen in the IDC. Thirty-day readmission rates were 26.6% and 7.7% for patients in the PO and IDC groups, respectively (p = 0.19). Seventy patients (45.5%) in the PO group and 11 patients (84.6%) in the IDC group (p = 0.0082) were found to have at least one medication error. All patients seen at the IDC had an intervention made, while 68 (44.2%) seen by a PO received no intervention (p = 0.0009). While sample size was a major limitation, a statistically significant increase in identified medication errors and intervention documentation was found in the IDC group. It is critical that healthcare systems continue to develop new strategies, such as IDCs, to reduce hospital readmissions.