Introduction
In 2022, healthcare providers prescribed 236 million outpatient antibiotic prescriptions, where up to 50% are considered unnecessary.1 Ambulatory settings account for approximately 60% of all US antibiotic expenditures; unnecessary antibiotic use contributes to adverse drug events (ADEs) that results in >145 million emergency department (ED) visits annually.Reference Suda, Hicks, Roberts, Hunkler and Danziger2–Reference Frost, Hersh and Hyun4 Despite the shift from hospital-based to ambulatory settings, most antimicrobial stewardship program (ASP) efforts remain within the hospital.Reference Sayood and Durkin5
In 2016, the Centers for Disease Control and Prevention (CDC) released the Core Elements of Outpatient Antibiotic Stewardship that encompass strategies for a successful ambulatory ASP.6 An important aspect to this framework is identifying high-priority infectious disease (ID) syndromes for intervention, especially scenarios where clinicians deviate from best practices or overutilize antibiotics.6 However, standards for diagnosis and treatment often differ between system-specific practice guidelines, national professional society guidelines, and real-world practice. Moreover, objective measures and metrics for performance evaluation are poorly developed with a paucity of data and resources for implementation to affect prescribing changes.Reference Sayood and Durkin5
An additional but important barrier to implementing ambulatory ASPs had been the lack of accountability through traditional regulatory bodies like Centers for Medicare and Medicaid Services (CMS).Reference Amin, Dellinger and Harnett3 Only in the last decade had The Joint Commission issued requirements for ambulatory ASPs within health systems,7 followed by a condition of participation from CMS.Reference Barlam8 This caused a shift from quantitative ASP measures, toward measures related to patient quality and safety, often tied to reimbursement and enhanced program value.Reference Al-Hasan, Winders, Bookstaver and Justo9 Linking ambulatory ASPs to health system reimbursement is essential to the program’s outcomes.Reference Sayood and Durkin5,6
This review outlines ambulatory ASP performance measures (ie, HEDIS®) and other initiatives related to ID, examining barriers and enablers that influence responsible antibiotic use and efforts to optimize patient outcomes.
The HEDIS® measures
What is a HEDIS® measure?
Healthcare Effectiveness Data and Information Set (HEDIS®) is a standardized set of performance measures maintained by the National Committee for Quality Assurance (NCQA) used by >90% of health plans.10,11 CMS works with NCQA to collect HEDIS® measures (HM) from Medicare Special Need Plans, using this to assess quality of care delivered by health plans, track improvement, and focus efforts on identifying performance gaps to improve health care.10 HEDIS® includes >90 measures across 6 domains of care: (i) effectiveness of care, (ii) access/availability of care, (iii) experience of care, (iv) utilization and risk-adjusted utilization, v) health plan descriptive information, and (vi) measures reported using electronic clinical data systems.11 CMS offers “pay-for-performance incentives” or “value-based reimbursement” when insurers and providers aim to achieve compliance in all 6 domains.10–12
HM were first developed as a mechanism to compare managed care organization plan quality.Reference McIntyre, Rogers and Overview13 HM create service accountability among health plans, providers, and medical institutions to justify the quality or value of healthcare plans, particularly when quality concerns related to underuse, overuse, or misuse of healthcare services and their associated patient harm arose during the late 1990s.Reference McIntyre, Rogers and Overview13 Table 1 outlines the current HM developed for ID conditions, or three targeted clinical diagnoses that account for >30% of all outpatient antibiotic prescriptions: bronchitis, upper respiratory infections (URIs), and pharyngitis,Reference Melville, Musser, Fishman, Rainis and Byron14 along with additional CMS quality measures (QM). HM are reported in three age stratifications, where the total rate is the sum of the age stratifications: pediatrics (ie, 3 months–17 years), 18–64 years, and ≥65 years.
* This measure is designed to capture the frequency of antibiotic utilization for respiratory conditions and is meant to be used for internal evaluation only.
HM are calculated using outpatient and ED patient-level data through International Classification of Diseases, 10th edition (ICD-10) for disease state diagnosis with an eligible denominator during the evaluation period, as derived from the affiliated health system. HM competency and assessment of progress can be challenging to interpret and rely on competitor payor and national data to set thresholds. Ambulatory ASPs should develop a strong relationship with the affiliated health system’s payor relations leadership for an individualized approach to HM progress and goals.
Measure #1—avoidance of antibiotic treatment for acute bronchitis/bronchiolitis (AAB)
The AAB measure evaluates the percentage of patients ≥3 months of age with an outpatient or ED visit diagnosed as having acute bronchitis/bronchiolitis (ICD-10 J20.0–J20.9) without select comorbid conditions who did not receive an antibiotic prescription within 3 days of the encounter.Reference Melville, Musser, Fishman, Rainis and Byron14 Patients with documented medical reasons for prescribing or dispensing antibiotics, or who used hospice services during the evaluation period, are excluded. Higher percentages indicate better care and adherence to evidence-based guidelines. The goal is to avoid unnecessary antibiotic use to minimize patient medication ADEs, reduce health expenditure, and combat antibiotic resistance.
Acute bronchitis is a top ten reason for outpatient visits in the United States,Reference Oeffinger, Snell, Foster, Panico and Archer15,Reference Stenehjem, Wallin and Willis16 with 70% resulting in unnecessary antibiotic prescriptions due to viral etiology.Reference Al-Hasan, Winders, Bookstaver and Justo9 Thus, it is a major stewardship target for independent and federal agencies.1,Reference Morley, Firgens and Vanderbilt17 Multiple national associations have published best practice recommendations to avoid antibiotics in URI, suggesting supportive care and symptom management as the mainstay of treatment.Reference Kinkade and Long18
A 2023 study evaluated an effective ambulatory ASP intervention in urgent care, targeting reduced antibiotic prescribing for respiratory illnesses, including bronchitis.Reference Stenehjem, Wallin and Willis16 The stewardship intervention included clinician and patient education, electronic health record (EHR) tools, clinician benchmarking dashboard, incentivized performance with financial support, and media.Reference Stenehjem, Wallin and Willis16 Three-month post-intervention, there was a 47% reduction in antibiotic prescribing (OR, 0.53; 95%CI, 0.44–0.63; P <0.001).Reference Stenehjem, Wallin and Willis16 A multifaceted approach which focused on active clinician- and patient-focused educational materials was successful in reducing prescribing rates for bronchitis by 10.1% in the intervention period.Reference Chung, Nailon and Ashraf19 Another study included various outpatient settings who implemented a passive, prescriber-directed best practice advisory, and optional education regarding acute bronchitis treatment; antibiotic prescribing rates decreased by 9.4% (P <0.001) post-intervention.Reference Sanchez, Roberts, Albert, Johnson and Hicks20
Measure #2 - appropriate treatment for URI
The URI measure evaluates the percentage of patients aged ≥3 months with an outpatient or ED visit with a non-bronchitis URI diagnosis (ICD-10 J00, J06.0, J06.9) who did not receive an antibiotic prescription <3 days of the encounter.11 Encounters with competing diagnosis are excluded from the measure. Like the AAB measure, the URI measure aims to maximize the percentage of episodes managed without antibiotics.11
Although mostly viral, URIs lead to antibiotic prescriptions in up to 32% of cases.Reference Chandra Deb, McGrath and Schlosser21 As such, national efforts have been designed to target inappropriate antibiotic prescribing for URI. National societies have disseminated strategies for treatment,Reference Harris, Hicks and Qaseem22 with recommendations based on the meta-analysis of 15 randomized controlled trials reporting increased patient ADEs when treated with antibiotics, thus supporting the recommendation against antibiotic therapy.Reference Smith, Fahey, Smucny and Becker23 Promoting over-the-counter symptomatic relief is a first-line recommendation, with low minor ADEs and proven to shorten illness duration.Reference Chang, Cheng and Chang24 Effective and impactful strategies to curb inappropriate antibiotic prescribing in URIs have been published, including a multifaceted intervention that reduced inappropriate URI prescriptions in outpatient pediatric and adult patients.Reference Davidson, Gentry, Priem, Kowalkowski and Spencer25 Patient and provider educational materials along with a computer-based dashboard for provider URI prescribing reduced antibiotic prescriptions from 41% pre-intervention to 33% during the intervention.Reference Davidson, Gentry, Priem, Kowalkowski and Spencer25 Another successful ASP intervention was conducted in rural China, reducing antibiotic prescribing in URIs for pediatric outpatients though provider training, guidelines, peer-review meetings, and caregiver education over 6 months.Reference Wei, Zhang and Walley26 The authors concluded a 29% absolute risk reduction in antibiotic prescribing due to the intervention (95%CI, –42 to –16; P = 0.002).Reference Wei, Zhang and Walley26 Despite these positive findings,Reference Davidson, Gentry, Priem, Kowalkowski and Spencer25–Reference Ilges, Jensen and Draper27 studies evaluating education, training, or tools used for patient or provider-directed URI interventions have shown heterogenous results.Reference Thompson and McCormack28 Separate studies highlight inconsistencies in antibiotic prescribing when comparing the use of educational materials to control groups.Reference Thompson and McCormack28,Reference Mortazhejri, Hong and Yu29
A potentially underutilized method to reduce antibiotic use is delayed antibiotic prescription-filling interventions with various approaches: delayed prescriptions, patient-led prescriptions, post-dated prescriptions, delayed collection, and delayed re-contact.Reference Thompson and McCormack28 Literature on delayed antibiotic prescribing (ie, “wait and watch”) showed efficacy as a stewardship intervention, as patients who received delayed antibiotics were less likely to use antibiotics compared to the group who received a prescription at the encounter.Reference Thompson and McCormack28 Delayed antibiotic interventions resulted in similar patient satisfaction and fewer antibiotic ADEs (specifically, a lower rate of diarrhea) between groups.Reference Thompson and McCormack28
Measure #3—appropriate testing for pharyngitis (CWP)
CWP assesses the percentage of patients aged ≥3 years with an outpatient or ED visit diagnosis of pharyngitis (ICD-10 J02.8, J02.9, J02.0) who had an appropriate antibiotic ordered and received a group A streptococcus (GAS) diagnostic test within 3 days of the encounter.11 Patients receiving hospice services during the encounter or who received antibiotics <30 days of the encounter are excluded. The purpose of this measure is to reduce unnecessary antibiotic use by confirming GAS diagnosis via testing prior to antibiotic prescription.
Pharyngitis, with either viral or bacterial etiologies, is another leading cause of outpatient visits. Unlike other URIs, rapid antigen detection tests (RADT) distinguish between viral and GAS pharyngitis within minutes, therefore optimizing antibiotics through a test-and-treat method. Patients who undergo RADT also demonstrate a higher level of adherence to the test-and-treat approach.11 Despite the CWP measure and the high sensitivity of RADT for GAS pharyngitis, appropriate testing rates have declined nationwide across all insurance plans recently.11 One study found that antibiotics are prescribed in 70% of pediatric primary care visits with unconfirmed pharyngitis.Reference Cohen, Cohen and Levy30
When differentiating between bacterial and viral pharyngitis, “clinical diagnosis cannot be made with certainty even by the most experienced physicians.”Reference Cohen, Cohen and Bidet31,Reference Shulman, Bisno and Clegg32 Bacterial pharyngitis causes an estimated 30% and 15% of pharyngitis episodes in children and adults, respectively,33 and viruses are the most common cause of pharyngitis across all age groups. Prediction tools for identifying GAS pharyngitis based on clinical features have been published, but fail to demonstrate diagnostic accuracy, particularly in children.Reference Cohen, Cohen and Levy30 This underscores the critical importance of conducting diagnostic tests prior to prescribing antibiotics. The reluctance to not prescribe antibiotics for pharyngitis may stem from the potential risks of untreated disease complications,Reference Shulman, Bisno and Clegg32 but adherence of this measure can mitigate antibiotic overuse.
With high specificity of RADT and cultures, why do physicians still rely more on their clinical judgment when it has been described as faulty?Reference Avent, Cosgrove, Price-Haywood and van Driel34 Avent et al discussed the need for a sustainable “top-down strategy” in the ambulatory setting.Reference Avent, Cosgrove, Price-Haywood and van Driel34 HAPPY AUDIT was a multinational, pre-post-study evaluating a multifaceted intervention targeting general practitioners’ treatment of patients with respiratory infections, including GAS pharyngitis, and was effective for reducing the number of antibiotic prescriptions in six countries with a sustainable intervention after a 6-year audit.Reference Bjerrum, Munck and Gahrn-Hansen35–Reference Molero, Cordoba, López-Valcárcel, Moragas, Losa and Llor37 Molero et al evaluated the practitioners who participated in the HAPPY AUDIT intervention in Spain, inviting them to participate in another pre- post-intervention and 6-year audit with a focus on acute pharyngitis RADT and antibiotic prescribing.Reference Molero, Cordoba, López-Valcárcel, Moragas, Losa and Llor37 Regrettably, the intervention’s sustainability was suboptimal: RADTs were utilized less (51.7% to 49.4%), and increased antibiotic prescriptions (21.3%–36.1%, P <0.001) resulted in over 2-fold increase in antibiotics prescribed after 6 years (odds ratio: 2.24, 95% confidence interval: 1.73–2.89).Reference Molero, Cordoba, López-Valcárcel, Moragas, Losa and Llor37
Measure #4—antibiotic utilization for respiratory conditions (AXR)
Of the four measures, the most recently published HM was AXR in 2022. The purpose of this measure is to summarize data on the percentage of outpatient episodes (i.e., telephone encounter, ED visit, e-visit, virtual check-in) for members > 3 months of age with a diagnosis of a respiratory condition that resulted in an antibiotic dispensing event.11 This measure coincides with the three previously discussed measures, but with less variability in diagnosis and coding practices for health plans to compare prescribing more accurately for these respiratory conditions.38 Since NCQA does not view higher or lower service counts as indicative of better or worse performance for this measure, organizations can only leverage this measure for internal benchmarks and evaluation.
Additional QM
CMS has also developed QM with a goal to deliver safe, efficient, and equitable patient-centered care. QM are important for public reporting and pay-for-reporting programs.39 As of 2024, two ASP-related QM fall under the merit-based incentive payment systems, including avoiding overuse of antibiotic prescribing in adult sinusitis and prescribing appropriate antibiotics for acute bacterial sinusitis.40,41 Measures are met when antibiotic prescribing occurs <10 days after sinusitis symptoms onset, and when amoxicillin (with/without clavulanate) was prescribed as the first-line antibiotic at diagnosis. A systematic review found no clear benefits of antibiotics over placebo (or no treatment) for rapid recovery in adults with acute rhinosinusitis in the ambulatory setting but noted an increase in side effects.Reference Lemiengre, van Driel, Merenstein, Liira, Mäkelä and De Sutter42 Like other QM, bundled stewardship interventions were associated with guideline-concordant antibiotic use for sinusitis including telemedicine visits.Reference Wasylyshyn, Kaye and Chen43 These additional measures are outlined in Table 1.
Notably, there are additional QM tied to patient immunizations among the general population and people living with HIV that may be worth considering based on the ASP’s capacity.44 Focusing on preventative measures, including vaccinations for pneumococcal disease, SARS-CoV-2, and influenza, can serve as a proactive stewardship strategy that can reduce the incidence of respiratory illnesses. This, in turn, could decrease the number of healthcare episodes for such conditions, thereby minimizing the likelihood of unnecessary antibiotic prescriptions.
How should the ASP leverage HEDIS® and other performance measures?
Newly established ambulatory ASPs may lack strategic direction or struggle to identify high-value targets for intervention. The ASP’s initial stewardship targets should include HM given their implications on value-based reimbursement, pay-for-performance metrics, patient satisfaction, and incentivization to participate in other performance measures or rewards. The ambulatory ASP should gather baseline and trended HEDIS® data to identify pragmatic interventions and use these insights to strengthen provider relationships for future initiatives beyond HEDIS®. Methods to disseminate constructive feedback to prescribers related to HM performance could include e-mail, through the EHR public dashboard display, or through routine presentation at stakeholder meetings. Figure 1 proposes a stepwise approach. Each institution should formalize specific goals with stakeholders (ie, organizational leadership) based on HEDIS benchmarks as key performance indicators for ambulatory practices and providers that can be tied to financial incentives and disincentives, as well as performance reviews. Ideally, this information should be presented to end users and leadership through easy-to-interpret displays and in other data-sharing avenues (ie, personalized report cards, dashboards).
A review of literature describing barriers and challenges
Understanding the measures
A major challenge for ambulatory ASP lies in the complexity of understanding performance measurements as both an assessment of effectiveness and a mechanism to drive change. Reported barriers to embracing HM include lack of understanding clinical relevance of measures, the idea that prescribing and health outcomes are probabilistic, the inability to juggle competing priorities, the complexity of insurance health plans and HM benefits, and how HM are calculated and compared.Reference McIntyre, Rogers and Overview13 Some clinicians may challenge that the use of standardized measures is problematic in capturing appropriateness through the context of individualized patient care and could critique HM as a moving target that lacks a clearly defined goal.Reference McIntyre, Rogers and Overview13 Ambulatory ASPs should work to educate providers on HEDIS® or other QM to ensure transparency, education, and constructive feedback for all prescribers.
Provider factors
With increasing emphasis in avoiding hospitalization admissions, outpatient healthcare providers face many competing priorities, including many other important non-infectious HM. Time constraints, high patient volumes, and decision-making fatigue throughout the clinic day are linked to increased antibiotic prescribing.Reference Gjelstad, Straand, Dalen, Fetveit, Strøm and Lindbæk45,Reference Linder, Doctor and Friedberg46 In addition, providers often report concerns about perceived patient demand, or patient/caregiver satisfaction if they do not prescribe antibiotics.Reference Sanchez, Roberts, Albert, Johnson and Hicks20 Providers may believe that their prescribing behavior does not contribute to antibiotic overuse, attributing it instead to other providers in different settings.Reference Szymczak, Feemster, Zaoutis and Gerber47 Default options in EHRs may also influence treatment decisions regarding antibiotic choice or duration, which may not align with current guidelines. Some data have described a significant difference in prescribing between physicians and advanced practice providers (APPs), where odds of prescription were 30% higher when APPs were part of the visit.Reference Hersh, Shapiro, Sanchez and Hicks48 Variations in provider specialty can all contribute to diagnostic uncertainty, which may increase the prescription of antibiotics.Reference Richards and Linder49 Additionally, there is growing evidence that prescriptions for antibiotics lack equity and often differ based on race, ethnicity, and language.Reference Seibert, Hersh and Patel50 These social, behavioral, and contextual factors contribute to inappropriate antimicrobial prescribing, affecting ambulatory ASP.
Enablers and opportunities
Reflection of contemporary practice
Unfortunately, health systems’ priorities do not always align with the areas of major deficiencies in clinical practice. For example, acute otitis media (AOM) accounts for 8.7 million antimicrobial prescriptions annually, even though for most children in high-income countries with mild AOM, the infection spontaneously remits without antimicrobials.Reference Hersh, Shapiro, Pavia and Shah51,Reference Venekamp, Sanders, Glasziou, Del Mar and Rovers52 Not only are antimicrobials frequently inappropriately prescribed, but in a study of 926 children diagnosed as having AOM in the United States, the duration of therapy was >5 days and ≥10 days in 94% and 55% of participants, respectively.Reference Frost, Becker, Knepper, Shihadeh and Jenkins53 Like inpatient practice, the issue is not only with unnecessary antimicrobial prescriptions or prolonged durations, but also inappropriate agent selection. Although there are clear guidelines regarding “watchful waiting” and first-line treatment for acute rhinosinusitis, less effective, non-first-line agents like macrolides are used up to 60% of the time.Reference Chow, Benninger and Brook54,Reference Hersh, Fleming-Dutra, Shapiro, Hyun and Hicks55 Finally, although urinary tract infections (UTI) account for over 8.6 million ambulatory care visits per year, the rate of treatment for asymptomatic bacteriuria (ASB), particularly among elderly patients or those residing in long-term care facilities, remains largely unexplored.Reference Portman, Spitznogle and Sequete56 Despite the clear evidence that AOM, sinusitis, and ASB represent an area requiring ASP interventions,Reference Hersh, Fleming-Dutra, Shapiro, Hyun and Hicks55,Reference Sharp, Klau and Keschner57,Reference Palms, Hicks and Bartoces58 these disease states are not tracked for HM reimbursement. Additionally, there exists no metric that targets antimicrobial therapy duration, a known independent risk factor for C. difficile infection.Reference Chalmers, Akram, Singanayagam, Wilcox and Hill59
Organization support and resources
National and governmental organizations are supporting ambulatory ASP efforts more than ever, in addition to inpatient initiatives. The CDC recently published guidance to improve outpatient antibiotic prescribing, identify targets for ASP interventions, and measure and evaluate performance and progress overtime.Reference Hartman, Fleming-Dutra and King60 An example from this guidance looks at tracking excess antibiotic prescription duration, containing listed data requirements to be able to track durations, such as EHR pharmacy data, and followed by a bulleted list of advantages and disadvantages for tracking excess antibiotic prescription durations. HM for outpatient antibiotic prescribing are also broken down each by measure, description, and a defined numerator and denominator.Reference Hartman, Fleming-Dutra and King60 An overwhelming part of tracking antibiotic use, specifically in the ambulatory setting, is the need for technical resources. Fortunately, there are several helpful resources to understand where to start: “CDC Outpatient Treatment Recommendations,” “HEDIS® Measures” website, “MITIGATE AMS Toolkit,” and “Implementation Guide for Ambulatory Care Antibiotic Stewardship.”Reference Hartman, Fleming-Dutra and King60 There is significant potential to enhance data quality control and optimize analyst time. Under-resourced institutions often face challenges in extracting the necessary data elements for evaluating HM. However, as health systems increasingly adopt electronic clinical QM, this shift may alleviate some of the burdens and address the inequitable opportunities associated with pay-for-performance incentives.
Perks of consolidated health systems for ambulatory ASP
To support stewardship expansion, an ambulatory ASP program must include diversity in healthcare specialties, necessary resources and support, and a centralized approach to infrastructure that healthcare systems themselves can provide as a key stakeholder.Reference Rodzik, Buckel and Hersh61 Rodzik et al describes the trend in consolidated healthcare delivery in the United States, with affiliation of 72% of hospitals and 49% primary care physicians with health systems as of 2018.Reference Rodzik, Buckel and Hersh61 An advantage of a centralized approach is the ability to use simplified, standardized, system-wide institutional guidelines/policies, promoting benchmarks for performance standards that can improve on the HM. Standardization is key to facilitating patients receiving a more harmonized antibiotic guidance, along with optimal treatment strategies.Reference Rodzik, Buckel and Hersh61 Considering these factors, health systems actively pursue Joint Commission accreditation to meet or exceed patient care and safety standards, while private outpatient settings may choose not to participate.Reference Hartman, Fleming-Dutra and King60
Legislative change, comparative scorecards, and multi-institutional efforts
Advocacy is essential to informing policy around ambulatory infectious syndromes and translate it into actionable change and quantifiable results.6 Health systems should collaborate with other hospitals on quality initiatives to improve the delivery of quality patient care. For example, the Michigan Hospital Medicine Safety Consortium (HMS) unites hospitals statewide to collect and analyze data, implement improvement strategies, and evaluate change over time.62 Although HMS currently focuses on hospitalized patients, the development of validated measures of inappropriate diagnosis for UTI and community acquired pneumonia has reduced antibiotic use, including for ASB.Reference Vaughn, Gupta and Petty63,Reference White, Vaughn and Petty64 These measures are now endorsed by the National Quality Forum. Sharing data between institutions can also create comparative scorecards whereby ambulatory ASP can select which measures are top priority to focus efforts to incentivize and generate buy-in with the C-suite (Figure 2).
AI and predictive algorithms to improve antibiotic use
The importance of leveraging the EHR in the ambulatory care setting has been made evident, specifically in chronic disease state management.Reference Lu, Huang and Mahajan65,Reference Hohman, Martinez and Klompas66 The EHR domain represents a “cultural revolution” with inherent challenges but unbounded prospects.Reference McAlearney, Sieck, Hefner, Robbins and Huerta67 Marra et al discuss how artificial intelligence (AI) can individualize treatment in ASP using real-time algorithms based on patient antimicrobial history.Reference Marra, Langford, Nori and Bearman68 Integration of advanced microbiology laboratory instrumentation with AI can enhance the speed and accuracy of predicting antimicrobial resistance patterns.Reference Marra, Langford, Nori and Bearman68,Reference Feucherolles, Nennig and Becker69 Prioritizing change to enhance patient care using contemporary tools and standardized methods is paramount.
Conclusion
Leveraging HM can help ambulatory ASPs standardize performance expectations, secure institutional support, and set appropriate benchmarking. This approach can incentivize responsible antibiotic use, optimize patient outcomes, and provide a framework for developing future interventions.
Acknowledgments
The authors wish to thank Eugene Berezovsky, BS; John Craig, MD; Rachel M. Kenney, PharmD; Linoj Samuel, PhD; Geehan Suleyman, MD; Robert J. Tibbetts, PhD; Analise L. Johnson, MLIS, who have provided valuable support and guidance for the Henry Ford Health ambulatory antimicrobial stewardship program.
Financial support
None.
Competing interests
None.