[Skip to Navigation]
Sign In
Figure 1.  Total Visits and Antibiotic Prescriptions per 100 Visits Over Time
Total Visits and Antibiotic Prescriptions per 100 Visits Over Time

Error bars represent 95% CIs.

Figure 2.  Acute Respiratory Infection (ARI) Visits and Antibiotic Prescriptions per 100 ARI Visits Over Time
Acute Respiratory Infection (ARI) Visits and Antibiotic Prescriptions per 100 ARI Visits Over Time

Error bars represent 95% CIs.

Figure 3.  Non–Acute Respiratory Infection (ARI) Visits and Antibiotic Prescriptions per 100 Non-ARI Visits Over Time
Non–Acute Respiratory Infection (ARI) Visits and Antibiotic Prescriptions per 100 Non-ARI Visits Over Time

Error bars represent 95% CIs.

Table.  Types of Practices That Participated in the Safety Program and Submitted Sufficient Data for Analysis
Types of Practices That Participated in the Safety Program and Submitted Sufficient Data for Analysis
Supplement.

eTable 1. Educational Content Provided Through the AHRQ Safety Program for Improving Antibiotic Use

eTable 2. List of Antibiotic Prescriptions Requested From Practices

eTable 3. Conditions and Corresponding ICD-10 Codes for Acute Respiratory Infection Conditions

eFigure 1. Data Feedback Report

eFigure 2. Data Collection Form

eFigure 3. Reasons for Withdrawal

eFigure 4. Ambulatory Care Participants

eFigure 5. Webinar and Audio Presentation Reach by Topic

eFigure 6. Practice Stewardship Activities Pre-Program and Post-Program

eFigure 7. Monthly Visits per Practice and Antibiotic Prescriptions per 100 Visits in Urgent Care Practice

eFigure 8. Monthly Visits per Pediatric Practice and Antibiotic Prescriptions per 100 Visits

eFigure 9. Monthly Visits per Primary Care Practice and Antibiotic Prescriptions per 100 Visits

eFigure 10. Antibiotic Prescriptions per 100 Visits by Antibiotic Class

eFigure 11. Antibiotic Prescriptions per 100 Visits With Variation in Change at Individual Practice Level

eFigure 12. Monthly Acute Respiratory Infection Visits per Practice and Antibiotic Prescriptions per 100 Acute Respiratory Infection Visits in Urgent Care Practices

eFigure 13. Monthly Acute Respiratory Infection Visits per Pediatric Practice and Antibiotic Prescriptions per 100 Acute Respiratory Infection Visits

eFigure 14. Monthly Acute Respiratory Infection Visits per Practice and Antibiotic Prescriptions per 100 Acute Respiratory Infection Visits in Primary Care Practices

eFigure 15. Antibiotic Prescription per 100 Acute Respiratory Infection Visits by Class

eFigure 16. Variation in Type of ARI Visit Over Time

eFigure 17. Antibiotic Prescribing per 100 Acute Respiratory Infection Visits With Variation in Change at Individual Practice Level

1.
Barlam  TF, Cosgrove  SE, Abbo  LM,  et al.  Implementing an antibiotic stewardship program: guidelines by the Infectious Diseases Society of America and the Society for Healthcare Epidemiology of America.   Clin Infect Dis. 2016;62(10):e51-e77. doi:10.1093/cid/ciw118 PubMedGoogle ScholarCrossref
2.
Fleming-Dutra  KE, Hersh  AL, Shapiro  DJ,  et al.  Prevalence of inappropriate antibiotic prescriptions among US ambulatory care visits, 2010-2011.   JAMA. 2016;315(17):1864-1873. doi:10.1001/jama.2016.4151 PubMedGoogle ScholarCrossref
3.
Duffy  E, Ritchie  S, Metcalfe  S, Van Bakel  B, Thomas  MG.  Antibacterials dispensed in the community comprise 85%-95% of total human antibacterial consumption.   J Clin Pharm Ther. 2018;43(1):59-64. doi:10.1111/jcpt.12610 PubMedGoogle ScholarCrossref
4.
Chua  KP, Fischer  MA, Linder  JA.  Appropriateness of outpatient antibiotic prescribing among privately insured US patients: ICD-10-CM based cross sectional study.   BMJ. 2019;364:k5092. doi:10.1136/bmj.k5092 PubMedGoogle ScholarCrossref
5.
Fischer  MA, Mahesri  M, Lii  J, Linder  JA.  Non-infection-related and non-visit-based antibiotic prescribing is common among Medicaid patients.   Health Aff (Millwood). 2020;39(2):280-288. doi:10.1377/hlthaff.2019.00545 PubMedGoogle ScholarCrossref
6.
Truitt  KN, Brown  T, Lee  JY, Linder  JA.  Appropriateness of antibiotic prescribing for acute sinusitis in primary care: a cross-sectional study.   Clin Infect Dis. 2021;72(2):311-314. doi:10.1093/cid/ciaa736 PubMedGoogle ScholarCrossref
7.
Petersen  MR, Cosgrove  SE, Quinn  TC, Patel  EU, Grabowski  MK, Tobian  AAR.  Prescription antibiotic use among the US population 1999-2018: National Health and Nutrition Examination Surveys.   Open Forum Infect Dis. Published online May 13, 2021. doi:10.1093/ofid/ofab224Google ScholarCrossref
8.
Sanchez  GV, Fleming-Dutra  KE, Roberts  RM, Hicks  LA.  Core elements of outpatient antibiotic stewardship.   MMWR Recomm Rep. 2016;65(6):1-12. doi:10.15585/mmwr.rr6506a1 PubMedGoogle ScholarCrossref
9.
Quality Payment Program. Quality Payment Program Overview. 2021. Accessed November 2, 2021. https://qpp.cms.gov/about/qpp-overview
10.
Joint Commission on Hospital Accreditation.  Approved: new antimicrobial stewardship standard.   Jt Comm Perspect. 2016;36(7):1-8, 3-4, 8.PubMedGoogle Scholar
11.
Infectious Diseases Society of America. Avoid prescribing antibiotics for upper respiratory infections. February 23, 2015. Accessed September 2, 2021. https://www.choosingwisely.org/clinician-lists/infectious-diseases-society-antbiotics-for-upper-respiratory-infections/
12.
National Committee for Quality Assurance. HEDIS Measures and Technical Resources. 2020. Accessed December 29, 2021. https://www.ncqa.org/hedis/measures/
13.
Morris  AM, Calderwood  MS, Fridkin  SK,  et al.  Research needs in antibiotic stewardship.   Infect Control Hosp Epidemiol. 2019;40(12):1334-1343. doi:10.1017/ice.2019.276 PubMedGoogle ScholarCrossref
14.
Pronovost  PJ, Berenholtz  SM, Goeschel  C,  et al.  Improving patient safety in intensive care units in Michigan.   J Crit Care. 2008;23(2):207-221. doi:10.1016/j.jcrc.2007.09.002 PubMedGoogle ScholarCrossref
15.
Tamma  PD, Miller  MA, Dullabh  P,  et al.  Association of a safety program for improving antibiotic use with antibiotic use and hospital-onset Clostridioides difficile infection rates among US hospitals.   JAMA Netw Open. 2021;4(2):e210235. doi:10.1001/jamanetworkopen.2021.0235 PubMedGoogle ScholarCrossref
16.
Katz  MJ, Tamma  PD, Cosgrove  SE,  et al.  Implementation of an antibiotic stewardship program in long-term care facilities across the US.   JAMA Netw Open. 2022;5(2):e220181. doi:10.1001/jamanetworkopen.2022.0181 PubMedGoogle ScholarCrossref
17.
Tamma  PD, Miller  MA, Cosgrove  SE.  Rethinking how antibiotics are prescribed: incorporating the 4 Moments of Antibiotic Decision Making into clinical practice.   JAMA. 2019;321(2):139-140. doi:10.1001/jama.2018.19509 PubMedGoogle ScholarCrossref
18.
Meeker  D, Knight  TK, Friedberg  MW,  et al.  Nudging guideline-concordant antibiotic prescribing: a randomized clinical trial.   JAMA Intern Med. 2014;174(3):425-431. doi:10.1001/jamainternmed.2013.14191 PubMedGoogle ScholarCrossref
19.
Quality Improvement Organizations. About QIN-QIOs. 2021. Accessed August 16, 2021. https://qioprogram.org/about/why-cms-has-qios
20.
Linder  JA, Meeker  D, Fox  CR,  et al.  Effects of Behavioral interventions on inappropriate antibiotic prescribing in primary care 12 months after stopping interventions.   JAMA. 2017;318(14):1391-1392. doi:10.1001/jama.2017.11152 PubMedGoogle ScholarCrossref
21.
McDonagh  MS, Peterson  K, Winthrop  K, Cantor  A, Lazur  BH, Buckley  DI.  Interventions to reduce inappropriate prescribing of antibiotics for acute respiratory tract infections: summary and update of a systematic review.   J Int Med Res. 2018;46(8):3337-3357. doi:10.1177/0300060518782519 PubMedGoogle ScholarCrossref
22.
Richards  AR, Linder  JA.  Behavioral economics and ambulatory antibiotic stewardship: a narrative review.   Clin Ther. 2021;43(10):1654-1667. doi:10.1016/j.clinthera.2021.08.004 PubMedGoogle ScholarCrossref
23.
Meeker  D, Linder  JA, Fox  CR,  et al.  Effect of behavioral interventions on inappropriate antibiotic prescribing among primary care practices: a randomized clinical trial.   JAMA. 2016;315(6):562-570. doi:10.1001/jama.2016.0275 PubMedGoogle ScholarCrossref
24.
Ackerman  SL, Gonzales  R, Stahl  MS, Metlay  JP.  One size does not fit all: evaluating an intervention to reduce antibiotic prescribing for acute bronchitis.   BMC Health Serv Res. 2013;13:462. doi:10.1186/1472-6963-13-462 PubMedGoogle ScholarCrossref
25.
de la Poza Abad  M, Mas Dalmau  G, Moreno Bakedano  M,  et al; Delayed Antibiotic Prescription (DAP) Group.  Prescription strategies in acute uncomplicated respiratory infections: a randomized clinical trial.   JAMA Intern Med. 2016;176(1):21-29. doi:10.1001/jamainternmed.2015.7088 PubMedGoogle ScholarCrossref
26.
Vervloet  M, Meulepas  MA, Cals  JW, Eimers  M, van der Hoek  LS, van Dijk  L.  Reducing antibiotic prescriptions for respiratory tract infections in family practice: results of a cluster randomized controlled trial evaluating a multifaceted peer-group-based intervention.   NPJ Prim Care Respir Med. 2016;26:15083. doi:10.1038/npjpcrm.2015.83 PubMedGoogle ScholarCrossref
27.
Quality Improvement Organizations. A field guide to antibiotic stewardship in outpatient settings. 2018. Accessed September 3, 2021. https://qioprogram.org/sites/default/files/2021-06/C310_Change_Package_20180831_FNL4_508%20%281%29.pdf
28.
MITIGATE antimicrobial stewardship toolkit. 2018. Accessed September 3, 2021. https://shea-online.org/images/priority-topics/MITIGATE_TOOLKIT_final.pdf
29.
Patel  SY, Mehrotra  A, Huskamp  HA, Uscher-Pines  L, Ganguli  I, Barnett  ML.  Trends in outpatient care delivery and telemedicine during the COVID-19 pandemic in the US.   JAMA Intern Med. 2021;181(3):388-391. doi:10.1001/jamainternmed.2020.5928 PubMedGoogle ScholarCrossref
30.
Patel  SY, Mehrotra  A, Huskamp  HA, Uscher-Pines  L, Ganguli  I, Barnett  ML.  Variation in telemedicine use and outpatient care during the COVID-19 pandemic in the United States.   Health Aff (Millwood). 2021;40(2):349-358. doi:10.1377/hlthaff.2020.01786 PubMedGoogle ScholarCrossref
31.
Alexander  GC, Tajanlangit  M, Heyward  J, Mansour  O, Qato  DM, Stafford  RS.  Use and content of primary care office-based vs telemedicine care visits during the COVID-19 pandemic in the US.   JAMA Netw Open. 2020;3(10):e2021476. doi:10.1001/jamanetworkopen.2020.21476 PubMedGoogle ScholarCrossref
32.
Centers for Disease Control and Prevention. Weekly US influenza surveillance report. Accessed August 3, 2021. https://www.cdc.gov/flu/weekly/index.htm
33.
Centers for Disease Control and Prevention. The National Respiratory and Enteric Virus Surveillance System (NREVSS): respiratory syncytial virus (RSV). Accessed August 3, 2021. https://www.cdc.gov/surveillance/nrevss/rsv/natl-trend.html
34.
Lepak  AJ, Taylor  LN, Stone  CA,  et al.  Association of changes in seasonal respiratory virus activity and ambulatory antibiotic prescriptions with the COVID-19 pandemic.   JAMA Intern Med. 2021;181(10):1399-1402. doi:10.1001/jamainternmed.2021.2621 PubMedGoogle ScholarCrossref
35.
Buehrle  DJ, Wagener  MM, Nguyen  MH, Clancy  CJ.  Trends in outpatient antibiotic prescriptions in the United States during the COVID-19 pandemic in 2020.   JAMA Netw Open. 2021;4(9):e2126114. doi:10.1001/jamanetworkopen.2021.26114 PubMedGoogle ScholarCrossref
36.
King  LM, Lovegrove  MC, Shehab  N,  et al.  Trends in US outpatient antibiotic prescriptions during the coronavirus disease 2019 pandemic.   Clin Infect Dis. 2021;73(3):e652-e660. doi:10.1093/cid/ciaa1896 PubMedGoogle ScholarCrossref
37.
Experity. COVID-19 data: weekly urgent care visit volume—updated August 4! May 27, 2020. Accessed December 29, 2021. https://www.experityhealth.com/blog/covid-19-urgent-care-visit-volume-trends/
38.
Centers for Disease Control and Prevention. Measuring outpatient antibiotic prescribing. 2021. Accessed September 3, 2021. https://www.cdc.gov/antibiotic-use/data/outpatient-prescribing/index.html
39.
Mangione-Smith  R, Zhou  C, Robinson  JD, Taylor  JA, Elliott  MN, Heritage  J.  Communication practices and antibiotic use for acute respiratory tract infections in children.   Ann Fam Med. 2015;13(3):221-227. doi:10.1370/afm.1785 PubMedGoogle ScholarCrossref
40.
Buehrle  DJ, Nguyen  MH, Wagener  MM, Clancy  CJ.  Impact of the coronavirus disease 2019 pandemic on outpatient antibiotic prescriptions in the United States.   Open Forum Infect Dis. 2020;7(12):ofaa575. doi:10.1093/ofid/ofaa575 PubMedGoogle ScholarCrossref
Original Investigation
Infectious Diseases
July 6, 2022

Assessment of Changes in Visits and Antibiotic Prescribing During the Agency for Healthcare Research and Quality Safety Program for Improving Antibiotic Use and the COVID-19 Pandemic

Author Affiliations
  • 1Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
  • 2Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland
  • 3Center for Quality Improvement and Patient Safety, Agency for Healthcare Research and Quality, Rockville, Maryland
  • 4NORC at the University of Chicago, Chicago, Illinois
  • 5Armstrong Institute of Patient Safety and Quality, Johns Hopkins University School of Medicine, Baltimore, Maryland
  • 6Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
JAMA Netw Open. 2022;5(7):e2220512. doi:10.1001/jamanetworkopen.2022.20512
Key Points

Question  Is a national antibiotic stewardship program for ambulatory care associated with a decrease in antibiotic prescribing?

Findings  In this cohort study comprising members of 389 US ambulatory practices, including clinicians and staff, the Agency for Healthcare Research and Quality Safety Program for Improving Antibiotic Use Program addressed attitudes and culture that challenge judicious antibiotic prescribing and incorporated best practices for the management of common infections. Between September 2019 and November 2020, antibiotic prescribing at clinic visits decreased from 18% to 9%, and antibiotic prescribing at acute respiratory infection visits decreased from 39% to 25%.

Meaning  In this study, the Safety Program appeared to provide a model for stewardship implementation in ambulatory care practices.

Abstract

Importance  The Agency for Healthcare Research and Quality (AHRQ) Safety Program for Improving Antibiotic Use aimed to improve antibiotic prescribing in ambulatory care practices by engaging clinicians and staff to incorporate antibiotic stewardship into practice culture, communication, and decision-making. Little is known about implementation of antibiotic stewardship in ambulatory care practices.

Objective  To examine changes in visits and antibiotic prescribing during the AHRQ Safety Program.

Design, Setting, and Participants  This cohort study evaluated a quality improvement intervention in ambulatory care throughout the US in 389 ambulatory care practices from December 1, 2019, to November 30, 2020.

Exposures  The AHRQ Safety Program used webinars, audio presentations, educational tools, and office hours to engage stewardship leaders and clinical staff to address attitudes and cultures that challenge judicious antibiotic prescribing and incorporate best practices for the management of common infections.

Main Outcomes and Measures  The primary outcome of the Safety Program was antibiotic prescriptions per 100 acute respiratory infection (ARI) visits. Data on total visits and ARI visits were also collected. The number of visits and prescribing rates from baseline (September 1, 2019) to completion of the program (November 30, 2020) were compared.

Results  Of 467 practices enrolled, 389 (83%) completed the Safety Program; of these, 292 (75%) submitted complete data with 6 590 485 visits to 5483 clinicians. Participants included 82 (28%) primary care practices, 103 (35%) urgent care practices, 34 (12%) federally supported practices, 39 (13%) pediatric urgent care practices, 21 (7%) pediatric-only practices, and 14 (5%) other practice types. Visits per practice per month decreased from a mean of 1624 (95% CI, 1317-1931) at baseline to a nadir of 906 (95% CI, 702-1111) early in the COVID-19 pandemic (April 2020), and were 1797 (95% CI, 1510-2084) at the end of the program. Total antibiotic prescribing decreased from 18.2% of visits at baseline to 9.5% at completion of the program (−8.7%; 95% CI, −9.9% to −7.6%). Acute respiratory infection visits per practice per month decreased from baseline (n = 321) to a nadir of 76 early in the pandemic (May 2020) and gradually increased through completion of the program (n = 239). Antibiotic prescribing for ARIs decreased from 39.2% at baseline to 24.7% at completion of the program (−14.5%; 95% CI, −16.8% to −12.2%).

Conclusions and Relevance  In this study of US ambulatory practices that participated in the AHRQ Safety Program, significant reductions in the rates of overall and ARI-related antibiotic prescribing were noted, despite normalization of clinic visits by completion of the program. The forthcoming AHRQ Safety Program content may have utility in ambulatory practices across the US.

Introduction

Antibiotic stewardship (AS) programs are concerned with preventing potential harm from antibiotic overuse and have traditionally focused on acute care settings.1 However, most antibiotics prescribed in the US are prescribed in ambulatory care.2,3 Up to one-half of antibiotics prescribed in ambulatory care settings are not indicated, and antibiotic use in this setting has not declined in the past decade, underscoring the importance of implementing outpatient AS.2,4-7 The Centers for Disease Control and Prevention core elements of outpatient AS8 includes evidence-based guidance focusing on commitment, action for policy and practice, tracking and reporting, and education and expertise.

Despite national encouragement by government agencies, accreditation organizations, and specialty societies to expand AS to outpatient settings,8-12 little is known about successful implementation of AS in ambulatory care practices. In response to the need for an AS implementation framework in outpatient practices,13 the Agency for Healthcare Research and Quality (AHRQ) established the AHRQ Safety Program for Improving Antibiotic Use (hereinafter, the Safety Program) in ambulatory care. This 1-year program was available at no cost to primary and urgent care practices across the US. Through the development of a comprehensive toolkit, the Safety Program assisted participating practices with implementing sustainable AS.

The Safety Program approach was adapted from the Comprehensive Unit-Based Safety Program, a method to improve patient safety and quality by emphasizing health care worker teamwork and the science of safety.14 Earlier cohorts of the Safety Program focused on AS implementation in acute15 and long-term care.16 The objective of the present work was to describe the implementation of the Safety Program targeting outpatient practices and measure changes in antibiotic prescribing patterns in participating practices from baseline (September 1, 2019) to completion of the program (November 30, 2020). This period also largely overlapped with early stages of the COVID-19 pandemic.

Methods
Program Development and Enrollment

We performed a cohort study evaluating a quality improvement intervention in a national collaborative of ambulatory practices. The ambulatory care Safety Program was conducted December 1, 2019, to November 30, 2020, across the US. The Safety Program team included the investigators, with input from a technical panel comprising experts in AS, primary care, urgent care, implementation research, patient safety, and patient advocacy. Primary care, urgent care, student health, community-based health centers, and specialty medical practices providing primary care were recruited through strategies such as listservs; social media; outreach to relevant professional societies, state health departments, local medical societies, and area health education centers; attendance at professional conferences; federal agency engagement; quality improvement organization contacts; and insurers. Participating practices were required to use electronic health records. The project was deemed nonhuman participants research and exempt from informed consent by the Johns Hopkins School of Medicine Institutional Review Board. The study followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) reporting guideline.

Each practice identified a clinical and an administrative lead to oversee Safety Program implementation. All practice members were encouraged to participate, including physicians, advanced practice professionals, pharmacists, nurses, medical assistants, and front-desk staff. Each participant received unique credentials to access content. Continuing education credits were provided for physicians and advanced practice professionals, and maintenance of certification credits were available for physicians.

Safety Program Content

The Safety Program had 3 primary goals: (1) assist practices with establishing AS infrastructure, (2) assist practice members with understanding best practices in antibiotic prescribing for common infectious conditions seen in ambulatory care, and (3) improve antibiotic prescribing teamwork, communication, and safety culture among the practice members and with patients and family members. During the 12-month Safety Program, there were 14 webinars (each repeated twice and recorded for participants, and led by S.C.K., T.M.C, and J.A.L.). Webinars were focused on the diagnosis and management of infectious diseases and used the Four Moments of Antibiotic Decision Making framework (Box).17 This framework encourages clinicians to answer 4 questions to determine (1) whether antibiotics are necessary, (2) what diagnostic testing is needed, (3) the safest and most effective antibiotic, and (4) ensure patients have an appropriate follow-up plan. Additional educational content included audio presentations, 1-page summary documents, patient handouts, and discussion guides (eTable 1 in the Supplement). Practices were encouraged to post commitment posters including practice member signatures or pictures to highlight the practice’s commitment to safe antibiotic prescribing.8,18 Participants had access to the Safety Program team via question-and-answer sessions after webinars, twice-monthly office hour sessions, and an email account. In addition, an external quality improvement expert was assigned to each practice to assist with implementing the Safety Program content through monthly calls.19

Box Section Ref ID
Box.

The Four Moments of Antibiotic Decision Making Framework

1. Make the Diagnosis
  • Does my patient have an infection that requires antibiotics?

2. Cultures and Empiric Therapy
  • Have I ordered appropriate cultures before starting antibiotics? What empiric therapy should I initiate?

3. Stop, Narrow, Change to Oral Antibiotics
  • A day or more has passed. Can I stop antibiotics? Can I narrow therapy or change from intravenous to oral therapy?

4. Duration
  • What duration of antibiotic therapy is needed for my patient’s’ diagnosis?

Adapted from Tamma et al, 2019.17

The clinical and administrative AS leads were encouraged to meet with all staff monthly to accomplish the following: (1) review any updates since the last meeting and seek feedback, (2) introduce the educational topic for the month and associated material in the toolkit (eg, asymptomatic bacteriuria and urinary tract infections) and webinar dates, (3) summarize key points from the 1-page document on the monthly topic, and (4) review questions in the discussion guide with the practice (eg, What are our preferred antibiotics for treating cystitis and pyelonephritis at our clinic?). The AS leads summarized comparative, practice-level feedback data received from the Safety Program and were asked to continue the AS activities after completion of the Safety Program, and resources were provided on sustainability.

Data Collection

Participants completed a practice assessment describing their current AS infrastructure at the beginning and the end of the Safety Program. Practices submitted monthly data from the baseline period (September 1, 2019, to November 30, 2019) through the Safety Program intervention (December 1, 2019, to November 30, 2020). Monthly data consisted of the number of visits, the number of antibiotic prescriptions written categorized by antibiotic class, the number of ARI visits, and the number of antibiotics prescribed for ARI visits. The list of oral and intramuscular antibiotics included is presented in eTable 2 in the Supplement.

Between September 2019 and February 2020, only in-person visits were included. Because many practices began offering more telemedicine visits at the onset of the COVID-19 pandemic, synchronous telemedicine visits were included from March to November 2020. Visits for ARI were identified using International Statistical Classification of Diseases, 10th Revision codes (ICD-10) (eTable 3 in the Supplement).4 No patient- or clinician-level information was collected.

The primary outcome of the Safety Program was antibiotic prescriptions per 100 ARI visits. The secondary outcome was antibiotic prescriptions per 100 visits. Visits per practice-month and ARI visits per practice-month were also calculated. Quarterly data reports were provided to each practice to evaluate their antibiotic use in comparison with similar practices over the course of the Safety Program (eFigure 1 in the Supplement).

To ensure accurate data collection, an instructional webinar was presented at the beginning of the Safety Program. Practices with limited experience with electronic data collection were provided instruction in extracting data from electronic health record vendors. A standardized template was developed to collect and upload data (eFigure 2 in the Supplement). The external quality improvement expert assigned for each practice reviewed their data collection techniques. Practices with data values substantially higher or lower than expected were contacted to verify submitted data.

Statistical Analysis

Changes in practice assessment data were evaluated with the χ2 test. Changes in total visits, ARI visits, antibiotics per 100 visits, and antibiotics per 100 ARI visits were calculated with medians and IQRs. Additional analyses comparing antibiotic use by practice type and antibiotic class were also conducted.

Linear mixed models with random practice effects were constructed to assess changes in antibiotics per 100 visits and antibiotics per 100 ARI visits over time. Changes from baseline (September 2019) to the period of initial widespread recognition of the COVID-19 pandemic (March to May 2020), and to program end (November 2020) were estimated. Data analyses were conducted using Stata, version 16.1 (StataCorp LLC). Findings were considered significant at α < .05 with 2-sided testing.

Results
Safety Program Enrollment and Engagement

A total of 467 practices enrolled in the Safety Program. Of these, 389 (83%) remained in the program until its completion and 292 (75%) submitted complete data for analysis, including 6 590 485 visits to 5483 clinicians. Common reasons for withdrawal from the Safety Program included COVID-19–related competing interests (36 [46%]), data submission challenges (19 [21%]), and practice closures (14 [24%]) (eFigure 3 in the Supplement).

Participants included 82 (28%) primary care practices, 103 (35%) urgent care practices, 34 (12%) federally supported practices, 39 (13%) pediatric urgent care practices, 21 (7%) pediatric-only practices, and 14 (5%) other practice types (Table). Participating practices represented 42 states (eFigure 4 in the Supplement). Live, recorded, or transcribed webinars or audio presentations were viewed or downloaded 4349 times during the Safety Program. The most frequently viewed topic was titled Communicating With Your Patients (n = 683) (eFigure 5 in the Supplement).

AS Implementation

The proportion of practices tracking and reporting monthly antibiotic prescriptions increased from 21% to 76% (P < .001). The percentage of practices that developed local guidelines for common bacterial conditions increased from 48% to 61% (P < .001) (eFigure 6 in the Supplement).

Visits and Antibiotic Prescribing

Ambulatory care visits declined from baseline (mean, 1624; 95% CI, 1317-1931 visits per practice; September 2019) to a minimum at the beginning of the pandemic (mean, 906; 95% CI, 702-1111 visits per practice; April 2020) and returned to slightly more than the baseline rate at the end of the Safety Program (mean, 1797; 95% CI, 1510-2084 visits per practice; November 2020) (Figure 1). The pandemic decrease in visits was greatest for urgent care and pediatric-only practices. All practice types returned to baseline rates (eFigures 7, 8, and 9 in the Supplement). Antibiotic prescribing decreased from 18.2% of visits at baseline to 9.5% at program end (−8.7%, 95% CI, −9.9% to −7.6%) (Figure 1). There was a steep decrease in antibiotics per 100 visits between March and May 2020, from 20.6% to 14.9% (5.7%, 95% CI, 4.8%-6.6%) and antibiotics per 100 visits continued to decrease through the Safety Program to 9.5% (95%, CI, 8.4-10.5) at the completion of the intervention. The decrease in antibiotics per 100 visits was more evident for urgent care and pediatric practices (eFigures 7-9 in the Supplement) and was greatest for penicillins (eFigure 10 in the Supplement). A total of 87% of practices decreased antibiotic prescribing per 100 visits between September 2019 and November 2020 (eFigure 11 in the Supplement).

Visits for ARI per practice-month decreased from baseline (mean, 321; 95% CI, 282-361 ARI visits per practice; September 2019) through the beginning of the pandemic (76; 95% CI, 64-87 ARI visits per practice; May 2020) and gradually increased but remained below baseline by the end of the Safety Program (239; 95% CI, 207-270 ARI visits per practice; November 2020) (Figure 2). Antibiotic prescriptions for ARI decreased from 39.2% at baseline to 24.7% at the end of the Safety Program (−14.5%; 95% CI, −16.8% to −12.2%), although these prescriptions peaked at 39.4% (95% CI, 36.7%-42.1%) in May 2020 (Figure 2). Urgent care practices experienced the steepest decreases in antibiotics per ARI visits, from 43.7% (95% CI, 40.7%-46.7%) to 22.0% (95% CI, 19.2%-24.8%), after peaking at 48.3% (95% CI, 44.7%-51.9%) in April 2020 (eFigure 12 in the Supplement). Pediatric practices also experienced decreases in antibiotics per ARI visits, from 28.1% (95% CI, 25.1%-31.0%) to 14.7% (95% CI, 12.4%-17.0%), after peaking at 44.4% (95% CI, 39.8%-49.1%) in April 2020 (eFigure 13 in the Supplement). Similar patterns were seen in primary care practices (eFigure 14 in the Supplement). The largest decrease was observed in penicillin prescriptions (eFigure 15 in the Supplement). There was also a decrease in non-ARI visits between March and May 2020 that returned to baseline by July 2020; antibiotics per 100 non-ARI visits decreased starting in April 2020 and continued throughout the Safety Program intervention (Figure 3). After March 2020, there were increases in other respiratory diagnoses ICD-10 codes, decreases in acute bronchitis, and very few influenza visits (eFigure 16 in the Supplement). A total of 80% of the practices decreased antibiotic prescriptions per 100 ARI visits between September 2019 and November 2020 (eFigure 17 in the Supplement).

Discussion

In this cohort study, a year-long national program focused on AS implementation in ambulatory care practices was associated with decreases in total antibiotic prescriptions and antibiotic prescriptions for ARI visits. Antibiotic prescriptions decreased by 9 per 100 visits and antibiotic prescriptions for ARIs decreased by 15 per 100 ARI visits. The AHRQ Safety Program appears to meet an important need in ambulatory care settings where total antibiotic prescriptions are high and AS implementation strategies have been limited.1-3 Studies have reported that specific interventions may decrease ambulatory antibiotic prescribing, including educational interventions; electronic decision support; multimodal interventions; and behavioral economics nudges, including commitment posters, peer comparison feedback, and justification alerts.20-22 The decreases in antibiotic prescribing seen in the Safety Program are similar to or greater than those shown in earlier trials.23-26 These earlier studies were smaller and provided more practice support than the current project. We believe that the similar success, despite the intervention’s pragmatic rather than controlled nature, shows the feasibility of our approach.

The Safety Program is the first national program to provide ambulatory practices guidance in AS implementation. Evidence-based interventions for decreasing ambulatory antibiotic prescribing have been incorporated into guidance, such as the core elements of outpatient antibiotic stewardship,8 and associated toolkits.27,28 However, implementation strategies have been less well defined. We noted that approaches to improve patient safety (eg, Comprehensive Unit-Based Safety Program)14 by engaging clinicians and staff in communicating around antibiotic prescribing, implementing AS interventions, accessing and reviewing antibiotic prescription data, and providing evidence-based guidelines were essential components of ambulatory AS. Quality improvement experts who regularly reached out to individual practices may have also improved continued engagement.15 Safety Program participants appeared to have ongoing perseverance and program engagement despite significant clinical challenges during the COVID-19 pandemic.

Implementation of the Safety Program coincided with early stages of the COVID-19 pandemic, which may have affected antibiotic prescribing. Physical distancing guidelines led to a national decrease in primary care visits between March and May 2020.29-31 Similarly, as COVID-19 mitigation measures reduced the rates of visits for common respiratory viral infections,32,33 visits for non–COVID-19 ARIs decreased.34 We similarly observed decreases in total and ARI visits between March and May 2020. Two studies of US retail pharmacy data also showed a decrease in antibiotic prescribing during that period; however, this decrease was followed by an increase through December 2020.35,36 National pharmacy data did not reflect clinic visits, so a reduction in ambulatory care visits likely contributed to some of this national decrease in antibiotic prescribing.29 A single-institution study also reported that ambulatory care antibiotic prescriptions decreased at the beginning of the COVID-19 pandemic (March to May 2020), but stabilized in the subsequent months.34 Meanwhile, in our study, antibiotic prescribing decreased through November 2020; this decrease was in antibiotic prescribing per visit, so was not as affected by visit numbers. Furthermore, by the end of the program, practices demonstrated improvements in the infrastructure needed to sustain AS. We believe that these findings provide support for the Safety Program playing a role in a reduction in antibiotic use.

Urgent care practices had a more substantial decrease in both overall and ARI visits compared with other practice types, especially between March and May 2020. At completion of the Safety Program, urgent care ARI visits remained low while overall visits returned to near baseline, consistent with national trends.37 It is possible that low ARI visits but high overall visits reflect visits related to COVID-19, for which ICD-10 codes were not captured in the data abstraction tool. Patients with COVID-19 may have been less likely to have antibiotics prescribed and more likely be seen in urgent care clinics rather than in primary care settings owing to previsit screening protocols.

Pediatric practices also had a steeper decrease in antibiotic prescriptions than adult practices. This finding is consistent with national data showing a decrease in antibiotic use to be steepest among pediatricians.36 Over the past decade, antibiotic prescribing overall in children has decreased while remaining stable in adults,2,38 possibly because pediatricians may spend a longer time with patients and reassuring the caregiver when not prescribing antibiotics.39

Limitations

This study has limitations. First, despite the findings, it is difficult to distinguish the association of the COVID-19 pandemic with antibiotic prescriptions from the association of the program with antibiotic prescriptions. No control group was used, because training practices in how to perform data abstraction was a key AS intervention, which would have led to the control group being exposed to the intervention. National antibiotic prescribing data from pharmacies are not visit-based so are not directly comparable with practice-based prescribing data. We were therefore unable to compare directly with control practices. Instead, the data were qualitatively compared with published reports.35,36,40 Second, the Safety Program depended on practices submitting accurate data. Practices were contacted to verify out-of-range data to improve the accuracy of the information. Third, because data abstraction tools were built before the COVID-19 pandemic, data were not collected about COVID-19 diagnoses and no ICD-10 codes were included for COVID-19. Fourth, the focus was on prescriptions, so delayed prescriptions (ie, an antibiotic prescription provided to a patient for an antibiotic-inappropriate condition with instructions to not fill the prescription unless they were still feeling poorly after several days)8 would have been counted.25 However, it is unlikely that this practice changed during the intervention because it was not discussed in the Safety Program. Fifth, called-in and handwritten prescriptions would have been missed because only electronic prescriptions were captured. However, because all practices used electronic health records, most prescriptions would have been sent electronically.

Sixth, baseline and intervention periods were only 15 months, which precluded our ability to address seasonality beyond September to November data over 2 years. Seventh, we did not collect patient-level or clinician-level antibiotic prescribing data or granular data necessary for analysis by specific diagnosis. We made these decisions to increase the feasibility and simplicity of data collection for the many practices that were not accustomed to data collection, allow for the practices to use the data in their own audit and feedback or peer comparison interventions, and allow practices to participate without individual institutional review board approval (unattainable for nonacademically affiliated practices). Eighth, although the focus was to investigate a feasible AS intervention in ambulatory practices, the practices that joined the collaborative were those that were already interested enough in AS to have garnered leadership support and identified AS leads. Our intervention may not have been as successful among practices that did not want to implement AS. Ninth, some practices dropped out of the program and others struggled to upload enough data for analysis. However, we successfully retained most practices in this pragmatic, intensive AS intervention without financial incentives or external requirements for participation, and competing demands from COVID-19, practice closures, and practice ownership changes were among the most common reasons for leaving the Safety Program.

Conclusions

In this cohort study of US ambulatory care practices, the AHRQ Safety Program successfully launched and retained engagement in AS in a national collaboration of ambulatory care practices, despite challenges posed by the COVID-19 pandemic. There was a significant decrease in antibiotic prescribing per 100 visits and per 100 ARI visits. Addressing behavior and communication and empowering frontline staff to take part in AS was an important consideration when establishing ambulatory AS. The forthcoming AHRQ Safety Program content may have utility in ambulatory practices across the US.

Back to top
Article Information

Accepted for Publication: May 5, 2022.

Published: July 6, 2022. doi:10.1001/jamanetworkopen.2022.20512

Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2022 Keller SC et al. JAMA Network Open.

Corresponding Author: Sara C. Keller, MD, MPH, MSHP, Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, 550 N Broadway St, Ste 405, Baltimore, MD 21287 (skeller9@jhmi.edu).

Author Contributions: Messrs Shah and Gao had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.

Concept and design: Keller, Caballero, Tamma, Miller, Ahn, Shah, Speck, Cosgrove, Linder.

Acquisition, analysis, or interpretation of data: Keller, Tamma, Miller, Dullabh, Ahn, Shah, Gao, Speck, Cosgrove, Linder.

Drafting of the manuscript: Keller, Caballero, Dullabh, Linder.

Critical revision of the manuscript for important intellectual content: Keller, Caballero, Tamma, Miller, Ahn, Shah, Gao, Speck, Cosgrove, Linder.

Statistical analysis: Shah, Gao, Linder.

Obtained funding: Tamma, Dullabh, Cosgrove, Linder.

Administrative, technical, or material support: Keller, Caballero, Miller, Dullabh, Ahn, Shah, Speck, Cosgrove.

Supervision: Keller, Tamma, Miller, Speck, Cosgrove, Linder.

Conflict of Interest Disclosures: Dr Keller reported receiving grants from the Agency for Healthcare Research and Quality (AHRQ) during the conduct of the study. Dr Caballero reported receiving grants from the AHRQ during the conduct of the study. Dr Miller reported being an employee of the AHRQ. Dr Dullabh reported receiving grants from the AHRQ during the conduct of the study. Dr Cosgrove reported receiving grants from the AHRQ during the conduct of the study; personal fees from Basilea, and grants from the Centers for Disease Control and Prevention and the National Institutes of Health outside the submitted work. No other disclosures were reported.

Funding/Support: This work was funded and guided by the AHRQ (contracts HHSP233201500020I and HHSP23337003T).

Role of the Funder/Sponsor: The AHRQ was involved with this study including design and conduct; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.

Disclaimer: The findings in this manuscript are those of the authors who are responsible for its content and do not necessarily represent the views of the AHRQ. No statement in this article should be construed as an official position of AHRQ or of the US Department of Health and Human Services.

Meeting Presentations: Portions of this study have been presented at IDWeek 2021; October 1, 2021; virtual; the General Practice Research in Infections Network conference; September 24, 2021; virtual; and the American Academy of Pediatrics National Conference; October 9, 2021; virtual.

Additional Contributions: We thank the members of the Expert Panel and all the participants in the Safety Program who completed the 12-month program despite the pressures of the pandemic. Briljent design solutions and Clean Cuts audio production studio, Baltimore, received financial compensation for their contributions.

Additional Information: The AHRQ Safety Program content is available at https://www.ahrq.gov/antibiotic-use/index.html.

References
1.
Barlam  TF, Cosgrove  SE, Abbo  LM,  et al.  Implementing an antibiotic stewardship program: guidelines by the Infectious Diseases Society of America and the Society for Healthcare Epidemiology of America.   Clin Infect Dis. 2016;62(10):e51-e77. doi:10.1093/cid/ciw118 PubMedGoogle ScholarCrossref
2.
Fleming-Dutra  KE, Hersh  AL, Shapiro  DJ,  et al.  Prevalence of inappropriate antibiotic prescriptions among US ambulatory care visits, 2010-2011.   JAMA. 2016;315(17):1864-1873. doi:10.1001/jama.2016.4151 PubMedGoogle ScholarCrossref
3.
Duffy  E, Ritchie  S, Metcalfe  S, Van Bakel  B, Thomas  MG.  Antibacterials dispensed in the community comprise 85%-95% of total human antibacterial consumption.   J Clin Pharm Ther. 2018;43(1):59-64. doi:10.1111/jcpt.12610 PubMedGoogle ScholarCrossref
4.
Chua  KP, Fischer  MA, Linder  JA.  Appropriateness of outpatient antibiotic prescribing among privately insured US patients: ICD-10-CM based cross sectional study.   BMJ. 2019;364:k5092. doi:10.1136/bmj.k5092 PubMedGoogle ScholarCrossref
5.
Fischer  MA, Mahesri  M, Lii  J, Linder  JA.  Non-infection-related and non-visit-based antibiotic prescribing is common among Medicaid patients.   Health Aff (Millwood). 2020;39(2):280-288. doi:10.1377/hlthaff.2019.00545 PubMedGoogle ScholarCrossref
6.
Truitt  KN, Brown  T, Lee  JY, Linder  JA.  Appropriateness of antibiotic prescribing for acute sinusitis in primary care: a cross-sectional study.   Clin Infect Dis. 2021;72(2):311-314. doi:10.1093/cid/ciaa736 PubMedGoogle ScholarCrossref
7.
Petersen  MR, Cosgrove  SE, Quinn  TC, Patel  EU, Grabowski  MK, Tobian  AAR.  Prescription antibiotic use among the US population 1999-2018: National Health and Nutrition Examination Surveys.   Open Forum Infect Dis. Published online May 13, 2021. doi:10.1093/ofid/ofab224Google ScholarCrossref
8.
Sanchez  GV, Fleming-Dutra  KE, Roberts  RM, Hicks  LA.  Core elements of outpatient antibiotic stewardship.   MMWR Recomm Rep. 2016;65(6):1-12. doi:10.15585/mmwr.rr6506a1 PubMedGoogle ScholarCrossref
9.
Quality Payment Program. Quality Payment Program Overview. 2021. Accessed November 2, 2021. https://qpp.cms.gov/about/qpp-overview
10.
Joint Commission on Hospital Accreditation.  Approved: new antimicrobial stewardship standard.   Jt Comm Perspect. 2016;36(7):1-8, 3-4, 8.PubMedGoogle Scholar
11.
Infectious Diseases Society of America. Avoid prescribing antibiotics for upper respiratory infections. February 23, 2015. Accessed September 2, 2021. https://www.choosingwisely.org/clinician-lists/infectious-diseases-society-antbiotics-for-upper-respiratory-infections/
12.
National Committee for Quality Assurance. HEDIS Measures and Technical Resources. 2020. Accessed December 29, 2021. https://www.ncqa.org/hedis/measures/
13.
Morris  AM, Calderwood  MS, Fridkin  SK,  et al.  Research needs in antibiotic stewardship.   Infect Control Hosp Epidemiol. 2019;40(12):1334-1343. doi:10.1017/ice.2019.276 PubMedGoogle ScholarCrossref
14.
Pronovost  PJ, Berenholtz  SM, Goeschel  C,  et al.  Improving patient safety in intensive care units in Michigan.   J Crit Care. 2008;23(2):207-221. doi:10.1016/j.jcrc.2007.09.002 PubMedGoogle ScholarCrossref
15.
Tamma  PD, Miller  MA, Dullabh  P,  et al.  Association of a safety program for improving antibiotic use with antibiotic use and hospital-onset Clostridioides difficile infection rates among US hospitals.   JAMA Netw Open. 2021;4(2):e210235. doi:10.1001/jamanetworkopen.2021.0235 PubMedGoogle ScholarCrossref
16.
Katz  MJ, Tamma  PD, Cosgrove  SE,  et al.  Implementation of an antibiotic stewardship program in long-term care facilities across the US.   JAMA Netw Open. 2022;5(2):e220181. doi:10.1001/jamanetworkopen.2022.0181 PubMedGoogle ScholarCrossref
17.
Tamma  PD, Miller  MA, Cosgrove  SE.  Rethinking how antibiotics are prescribed: incorporating the 4 Moments of Antibiotic Decision Making into clinical practice.   JAMA. 2019;321(2):139-140. doi:10.1001/jama.2018.19509 PubMedGoogle ScholarCrossref
18.
Meeker  D, Knight  TK, Friedberg  MW,  et al.  Nudging guideline-concordant antibiotic prescribing: a randomized clinical trial.   JAMA Intern Med. 2014;174(3):425-431. doi:10.1001/jamainternmed.2013.14191 PubMedGoogle ScholarCrossref
19.
Quality Improvement Organizations. About QIN-QIOs. 2021. Accessed August 16, 2021. https://qioprogram.org/about/why-cms-has-qios
20.
Linder  JA, Meeker  D, Fox  CR,  et al.  Effects of Behavioral interventions on inappropriate antibiotic prescribing in primary care 12 months after stopping interventions.   JAMA. 2017;318(14):1391-1392. doi:10.1001/jama.2017.11152 PubMedGoogle ScholarCrossref
21.
McDonagh  MS, Peterson  K, Winthrop  K, Cantor  A, Lazur  BH, Buckley  DI.  Interventions to reduce inappropriate prescribing of antibiotics for acute respiratory tract infections: summary and update of a systematic review.   J Int Med Res. 2018;46(8):3337-3357. doi:10.1177/0300060518782519 PubMedGoogle ScholarCrossref
22.
Richards  AR, Linder  JA.  Behavioral economics and ambulatory antibiotic stewardship: a narrative review.   Clin Ther. 2021;43(10):1654-1667. doi:10.1016/j.clinthera.2021.08.004 PubMedGoogle ScholarCrossref
23.
Meeker  D, Linder  JA, Fox  CR,  et al.  Effect of behavioral interventions on inappropriate antibiotic prescribing among primary care practices: a randomized clinical trial.   JAMA. 2016;315(6):562-570. doi:10.1001/jama.2016.0275 PubMedGoogle ScholarCrossref
24.
Ackerman  SL, Gonzales  R, Stahl  MS, Metlay  JP.  One size does not fit all: evaluating an intervention to reduce antibiotic prescribing for acute bronchitis.   BMC Health Serv Res. 2013;13:462. doi:10.1186/1472-6963-13-462 PubMedGoogle ScholarCrossref
25.
de la Poza Abad  M, Mas Dalmau  G, Moreno Bakedano  M,  et al; Delayed Antibiotic Prescription (DAP) Group.  Prescription strategies in acute uncomplicated respiratory infections: a randomized clinical trial.   JAMA Intern Med. 2016;176(1):21-29. doi:10.1001/jamainternmed.2015.7088 PubMedGoogle ScholarCrossref
26.
Vervloet  M, Meulepas  MA, Cals  JW, Eimers  M, van der Hoek  LS, van Dijk  L.  Reducing antibiotic prescriptions for respiratory tract infections in family practice: results of a cluster randomized controlled trial evaluating a multifaceted peer-group-based intervention.   NPJ Prim Care Respir Med. 2016;26:15083. doi:10.1038/npjpcrm.2015.83 PubMedGoogle ScholarCrossref
27.
Quality Improvement Organizations. A field guide to antibiotic stewardship in outpatient settings. 2018. Accessed September 3, 2021. https://qioprogram.org/sites/default/files/2021-06/C310_Change_Package_20180831_FNL4_508%20%281%29.pdf
28.
MITIGATE antimicrobial stewardship toolkit. 2018. Accessed September 3, 2021. https://shea-online.org/images/priority-topics/MITIGATE_TOOLKIT_final.pdf
29.
Patel  SY, Mehrotra  A, Huskamp  HA, Uscher-Pines  L, Ganguli  I, Barnett  ML.  Trends in outpatient care delivery and telemedicine during the COVID-19 pandemic in the US.   JAMA Intern Med. 2021;181(3):388-391. doi:10.1001/jamainternmed.2020.5928 PubMedGoogle ScholarCrossref
30.
Patel  SY, Mehrotra  A, Huskamp  HA, Uscher-Pines  L, Ganguli  I, Barnett  ML.  Variation in telemedicine use and outpatient care during the COVID-19 pandemic in the United States.   Health Aff (Millwood). 2021;40(2):349-358. doi:10.1377/hlthaff.2020.01786 PubMedGoogle ScholarCrossref
31.
Alexander  GC, Tajanlangit  M, Heyward  J, Mansour  O, Qato  DM, Stafford  RS.  Use and content of primary care office-based vs telemedicine care visits during the COVID-19 pandemic in the US.   JAMA Netw Open. 2020;3(10):e2021476. doi:10.1001/jamanetworkopen.2020.21476 PubMedGoogle ScholarCrossref
32.
Centers for Disease Control and Prevention. Weekly US influenza surveillance report. Accessed August 3, 2021. https://www.cdc.gov/flu/weekly/index.htm
33.
Centers for Disease Control and Prevention. The National Respiratory and Enteric Virus Surveillance System (NREVSS): respiratory syncytial virus (RSV). Accessed August 3, 2021. https://www.cdc.gov/surveillance/nrevss/rsv/natl-trend.html
34.
Lepak  AJ, Taylor  LN, Stone  CA,  et al.  Association of changes in seasonal respiratory virus activity and ambulatory antibiotic prescriptions with the COVID-19 pandemic.   JAMA Intern Med. 2021;181(10):1399-1402. doi:10.1001/jamainternmed.2021.2621 PubMedGoogle ScholarCrossref
35.
Buehrle  DJ, Wagener  MM, Nguyen  MH, Clancy  CJ.  Trends in outpatient antibiotic prescriptions in the United States during the COVID-19 pandemic in 2020.   JAMA Netw Open. 2021;4(9):e2126114. doi:10.1001/jamanetworkopen.2021.26114 PubMedGoogle ScholarCrossref
36.
King  LM, Lovegrove  MC, Shehab  N,  et al.  Trends in US outpatient antibiotic prescriptions during the coronavirus disease 2019 pandemic.   Clin Infect Dis. 2021;73(3):e652-e660. doi:10.1093/cid/ciaa1896 PubMedGoogle ScholarCrossref
37.
Experity. COVID-19 data: weekly urgent care visit volume—updated August 4! May 27, 2020. Accessed December 29, 2021. https://www.experityhealth.com/blog/covid-19-urgent-care-visit-volume-trends/
38.
Centers for Disease Control and Prevention. Measuring outpatient antibiotic prescribing. 2021. Accessed September 3, 2021. https://www.cdc.gov/antibiotic-use/data/outpatient-prescribing/index.html
39.
Mangione-Smith  R, Zhou  C, Robinson  JD, Taylor  JA, Elliott  MN, Heritage  J.  Communication practices and antibiotic use for acute respiratory tract infections in children.   Ann Fam Med. 2015;13(3):221-227. doi:10.1370/afm.1785 PubMedGoogle ScholarCrossref
40.
Buehrle  DJ, Nguyen  MH, Wagener  MM, Clancy  CJ.  Impact of the coronavirus disease 2019 pandemic on outpatient antibiotic prescriptions in the United States.   Open Forum Infect Dis. 2020;7(12):ofaa575. doi:10.1093/ofid/ofaa575 PubMedGoogle ScholarCrossref
×