ORIGINAL RESEARCH


https://doi.org/10.5005/jp-journals-11002-0098
Newborn
Volume 3 | Issue 2 | Year 2024

Concerns about Mis-/Overuse of Antibiotics in Neonates Born at ≤32 Weeks Gestational Age in Latin American Neonatal Units: Eight Years of Experience in the EpicLatino Database


Angela B Hoyos1https://orcid.org/0000-0002-5403-3268, Ariel Salas2https://orcid.org/0000-0002-4676-7747, Horacio Osiovich3https://orcid.org/0000-0001-5290-2565, Carlos A Fajardo4https://orcid.org/0000-0001-7353-0385, Martha Baez5https://orcid.org/0009-0002-7530-0713, Luis Monterrosa6https://orcid.org/0000-0001-7576-7036, Carolina Villegas-Alvarez7https://orcid.org/0000-0002-3930-8745, Fernando Aguinaga8https://orcid.org/0000-0001-7685-7279, Maria I Martinini9https://orcid.org/0000-0001-6905-1955

1Department of Pediatrics, Universidad El Bosque, Bogota, Distrito Capital, Colombia

2Department of Pediatrics, University of Alabama at Birmingham, Birmingham, Alabama, United States of America

3Department of Pediatrics - Neonatology, University of British Columbia, Vancouver, Canada

4Department of Pediatrics and Neonatology, University of Calgary, Calgary, Alberta, Canada

5Department of Pediatrics and Neonatology, Clinica del Country, Bogotá, Colombia, Distrito Capital, Colombia

6Department of Pediatrics and Neonatology, Dalhousie University, Helifax, NB, Canada

7Department of Pediatrics and Neonatology, Central Hospital Dr. Ignacio Morones Prieto, SLP, San Luis Potosi, Mexico

8Department of Pediatrics and Neonatology, Hospital Metropolitano, Quito, Ecuador

9Department of Pediatrics and Neonatology, Nuestra Sra. de las Mercedes Maternity, Tucuman, San Miguel de Tucuman, Argentina

Corresponding Author: Angela B Hoyos, Department of Pediatrics, Universidad El Bosque, Bogota, Distrito Capital, Colombia, Phone: +57 3157926533, e-mail: angelahoyos@hotmail.com

How to cite this article: Hoyos AB, Salas A, Osiovich H, et al. Concerns about Mis-/Overuse of Antibiotics in Neonates Born at ≤32 Weeks Gestational Age in Latin American Neonatal Units: Eight Years of Experience in the EpicLatino Database. Newborn 2024; 3 (2):83–89.

Source of support: Nil

Conflict of interest: None

Received on: 25 April 2024; Accepted on: 23 May 2024; Published on: 21 June 2024

ABSTRACT

There is considerable variability in the duration of antibiotic in neonatal intensive care units (NICUs) all over the world and is highly dependent on gestational ages (GA). It is difficult to withhold antibiotics in critically ill preterm infants because the possibility of infection is difficult to exclude in these patients and the acuity of illness can progress rapidly with potentially disastrous consequences. Available data encouragingly suggest that the incidence of early onset sepsis (EOS) might be lower in EpicLatino units in Latin America compared with Canadian research network (CNN) in 2022 in <30 weeks, but late onset sepsis (LOS) is more frequent at different GA. However, there is an overall scarcity of detailed information from many countries. The annual reports from EpicLatino database do show a high degree of variability in outcomes and a need for cautious interpretation of these figures. However, we still need to establish clear standards for antibiotic use in premature infants; these drugs are essential for combating infections and saving lives but mis-/overuse can exacerbate the risk of late-onset infections, necrotizing enterocolitis (NEC), bacterial resistance, and increase the cost of care. In this study, we aimed to find information on the patterns of antibiotic use in infants born at ≤32 weeks’ gestation in the EpicLatino units during the period 2015–2022. A specifically designed questionnaire was sent to unit medical directors to determine whether the total antibiotic use per unit per 1,000 patient-days correlated with the incidence-rate ratios. This is a data-collecting/descriptive study that it will help us in designing further efforts and choosing the sites for intervention.

Keywords: Antibiotics per 1, 000 patient-days, Antibiotic use practices, Baby, EpicLatino database, Infant, Latin America and the Caribbean, Mortality, Neonatal intensive care units, Neonatal outcomes, Neonates, Newborn, Premature neonates.

KEY POINTS

INTRODUCTION

Antimicrobial agents are one of the most frequently prescribed class of medications in NICUs.1 A point prevalence study across 29 NICUs, Clark et al. revealed that 47% of infants were receiving at least one antibiotic at the time of data extraction.2 In 2021, a global assessment of antimicrobial agents prescribed to NICU infants found that 26% of infants across 84 NICUs from 29 countries received at least one antimicrobial agent. The most common reasons for antibiotic use were “rule-out” sepsis (32%) and “culture-negative” sepsis (16%). Antibiotic use remained frequent and prolonged regardless of culture results, with units employing step/down programs showing reduced antibiotic usage.3 Critically ill preterm infants pose a challenge for withholding antibiotics due to the difficulty in excluding infection, potentially leading to rapid progression of illness if untreated.4

In high-income countries, blood cultures confirmed early/late-onset infection (early were defined as early those seen within the first 72 hours after birth and late thereafter), in 0.4–0.8/1000 term infants.58 While antibiotics may be life-saving for infants with culture-negative sepsis, culture-negative presumed sepsis significantly contributes to high antibiotic consumption in NICUs.8,9 Antibiotics may be life-saving for a few infants who actually have culture-negative sepsis.10 Nevertheless, the statistics in culture/negative sepsis is problematic since there is no way to confirm that those patients did have bacterial sepsis, and most units will complete full curse assuming it was a bacterial sepsis. There are concerns that overuse of broad-spectrum antibiotics can promote colonization with antibiotic-resistant bacteria.11,12

The management of neonates born at >36 weeks’ gestation with suspected or proven early onset bacterial sepsis has changed dramatically in the last decades.13 New tools like the Kaiser Permanente neonatal early onset sepsis (EOS) risk calculator and NICE guideline for full term based on incidence in each unit, has been useful to decrease the antibiotic use identifying asymptomatic cases.14,15 However, the diagnosis of EOS in babies <36 weeks are more challenging, and delivery characteristics of extremely preterm infants present an opportunity to identify those with a lower risk of EOS and may inform decisions to initiate or extend antibiotic therapies.16

The EpicLatino database originates data from Latin American units from middle-income countries with culture laboratory facilities. The conventional categorization of medical literature into high-income (HIC) and low-to-middle income (L/MIC) is inconvenient for middle-income countries due to statistical disparities.17 The EpicLatino database comprises units sharing common Spanish ancestry, language, Catholic religion, history, customs, and values, making it an ideal source for statisticalanalysis.

Although EpicLatino shows lower relatively lower rates of EOS than in other peri-equatorial/tropical regions in the world, caution is warranted due to limited site representation and the need for careful interpretation.18,19 The belief that blood cultures may confirm infections in only half or less of all infants with suspected sepsis, creates important ethical and practical constraints in withholding antibiotics.20,21 However, confirming infection solely through positive cultures remains the gold standard, since many culture-negative infections may not be caused by bacteria. It is for this reason that many studies require infections demonstrated by cultures. For example, the data of the Canadian neonatal network (CNN) from which EpicLatino was born, only count bacterial sepsis as those with a positive blood or CSF culture.22

We looked for information in the records in the EpicLatino database. A high degree of variability in clinical practice is readily noticeable with a need for clear standards for antibiotic use. There was a high degree of variability and a clear need for standards for antibiotic use.23 These are essential for combating infections and saving lives, but the mis-/overuse of these drugs can also exacerbate the risk of late onset sepsis (LOS), necrotizing enterocolitis (NEC), bronchopulmonary dysplasia, prevalence of multi-drug resistant bacterial strains, and higher costs-of-care.24

In the clinical setting, we often initiate antibiotics due to multiple reasons; one important factor that alters the risk-to-benefit ratio is inadequate maternal/fetal clinical information such as a suspicion of chorioamnionitis. We need consensus-based guidelines that might include acute phase reactants, positive blood or cerebrospinal fluid cultures, and others to guide the choice and duration of specific treatment. Over time, as the group gains confidence, it might be possible to tighten these protocols. A better understanding of various predisposing factors will facilitate clear and timely decisions.

OBJECTIVE

In this study, we recorded the duration of antibiotic therapy and standardized these data using statistical methods. We also sought to identify the determinants of the duration of antibiotic therapy. This is an exploratory study, but these figures are extremely important for us in designing further studies/choosing sites for intervention.

Materials and Methods

We examined the EpicLatino database, which includes data from 32 units in Latin America and the Caribbean, from the period 2015–2022 (Table 1) for infants born with a GA ≤32 weeks.25 We designed a questionnaire (Table 2) and sent it to directors of EpicLatino units to find whether the total antibiotic use per unit per 1,000 patient-days correlated with incidence rate ratios (IRRs). We included all patients in the database to avoid bias related to the severity of illness.

Table 1: Units belonging to the EpicLatino network
Units City/Country
Centenario H. de Esp. Miguel Hidalgo Aguascalientes, Mexico
Clínica Dávila Santiago, Chile
Clínica de Santa María de Santiago Santiago, Chile
Clínica del Country Bogotá, Colombia
Clínica la Colina Bogotá, Colombia
Clínica Materno Infantil San Luis Bucaramanga, Colombia
Clínica San Felipe Lima, Perú
Clínica Santa Bárbara Quito, Ecuador
Clínica Somer Rio Negro, Colombia
Clínica Universitaria Colombia Bogotá, Colombia
Clínica Vespucio Santiago, Chile
Colsanitas – Clínica Pediátrica UCI Neonatal Bogotá, Colombia
Curaçao Medical Center Willemstad, Curaçao
H Regional DR Rafael Pascacio Gamboa Tuxtla Gutiérrez, México
Hospital Central Dr. Ignacio Morones Prieto San Luis Potosí, México
Hospital Civil de Ipiales E.S.E Ipiales, Colombia
Hospital de los Valles Quito, Ecuador
Hospital Departamental San Vicente de Paul Garzón, Huila, Colombia
Hospital Dr. Florencio Escardó Tigre, Argentina
Hospital Español de Mendoza Mendoza, Argentina
Hospital General EISS de Manta Manta, Ecuador
Hospital Italiano de La Plata La Plata, Argentina
Hospital Luis Lagomaggiore Mendoza, Argentina
Hospital Metropolitano Quito, Ecuador
Hospital Militar Central Bogotá, Colombia
Hospital Regional Universitario de Colima Colima, México
Hospital San Francisco de Quito Quito, Ecuador
Hospital San José Bogotá, Colombia
Hospital Santísima Trinidad Asunción, Paraguay
Los Cobos Medical Center Bogotá, Colombia
Maternidad Nuestra Sra. de las Mercedes Tucumán, Argentina
S.E.S. Hospital de Caldas Manizales, Colombia
Table 2: Questionnaire sent to the EpicLatino units, to correlate practice with outcomes
1. Do you initiate antibiotics in premature infants ≤32 weeks gestation as follows:
A) Initiate antibiotics in all or almost all premature infants ≤32 weeks GA after birth due to the risk of infection?46
B) Select premature infants ≤32 weeks gestation for antibiotic administration based on risk factors or laboratory tests.
2. If premature infants ≤32 weeks gestation are born outside your institution, do you manage them the same way as those born in your institution?47
A) Yes
B) No
3. If the mother has received prenatal antibiotics, do you use the same criteria to initiate antibiotics in premature infants ≤32 weeks gestation?
A) Yes
B) No
4. Do you take blood cultures, if possible, for all premature infants who are going to receive antibiotics?
A) Yes
B)No
5. If you select the premature infants to whom antibiotics will be administered at birth (skip this question if you administer them to almost all infants):
A) Select premature infants based on risk factors
B) Select premature infants based on laboratory results obtained within the first 24 hours
C) Do not perform tests and rely on clinical follow-up
D) Both A and B
6. For premature infants who undergo blood cultures:
A) If the premature infant is stable and the blood cultures are negative, antibiotics are discontinued within 24–72 hours
B) Despite negative results, antibiotics are often continued for 5–10 days due to a lack of confidence in the results
7. In addition to blood cultures, what laboratory tests do you use to decide whether to initiate/continue antibiotics?
A) Complete blood count
B) C-reactive protein
C) Procalcitonin
D) No tests are used to make this decision
E) Other tests not listed
F) A and B, or A and D
Antibiotics initiated after the second day of life:
8. If a premature infant deteriorates (increased apnea, dusky color, lethargy, persistent vomiting, abdominal distension, among others):
A) Blood cultures are taken, and antibiotics are initiated regardless of the results of other tests, if performed.
B) Blood cultures and other tests are taken, and antibiotics are initiated based on the results of the other tests.
C)Antibiotics are initiated before taking blood cultures or other tests, if performed.
9. For premature infants who received antibiotics:8
A) If the premature infant is stable, there have been no changes in the laboratory findings, and blood cultures are negative, antibiotics are discontinued within 24–72 hours.
B) Despite negative blood cultures, antibiotics are often continued for more than 72 hours due to a lack of confidence in the results.
10. Duration of antibiotic treatment in premature infants ≤32 weeks gestation with positive blood cultures:15
A)Antibiotics are discontinued when symptoms resolve or 2–3 days later, regardless of the treatment duration.
B) Antibiotics are only discontinued if a new blood culture is negative and/or the previously positive laboratory tests completely normalize, regardless of symptoms.
C) The duration depends on the type of organism.
D) The established treatment duration in the unit is always completed (7, 10, 14, 21 days).
E) Options C and D include our management in the unit.
11. Use of antibiotics in premature infants ≤32 weeks gestation with negative blood cultures:15
A) It is common to complete the antibiotic course, even if blood cultures are negative due to a lack of confidence in them.
B) It is uncommon to continue antibiotics with negative blood cultures, only in highly symptomatic patients or in conditions such as enterocolitis.
C) All premature infants at a predetermined GA (<30, <28, or <26 weeks gestation) receive antibiotic regimens of 7, 10, 14, or 21 days regardless of symptoms or laboratory tests.
Use of antibiotics in your unit:
12. In your unit, do you think that:
A) Antibiotics are used excessively.
B) Antibiotics are used sparingly.

We used negative binomial regression with standard errors and confidence intervals (CIs) computed for IRRs to analyze comparative statistics on antibiotic days per 1,000 patient-days between units using the unit with the best results as a baseline.2628 Stata 18 software was used for statistical analysis. The variables used to adjust the regression analysis were NEC, GA at birth, infected patients (positive blood or cerebrospinal fluid cultures), length of stay, time-period (before/after 2020), and mortality. We reviewed other variables such as inborn/outborn, suspected chorioamnionitis, SNAPEII score, but as we found no significant difference with the use of antibiotics, we did not include them in the logistic regression so as not to lose power.

RESULTS

Figure 1 illustrates the antibiotic usage in units compared with Unit 2, which we used as our baseline as it had the lowest number of antibiotic days per 1,000 patient-days, and sufficient case numbers. The light blue color on the graph represents the number of cases in each unit. The two numbers next to each dot represent the number of antibiotic days per 1,000 patient-days alongside the adjusted IRR and its 95% CI adjusted for the mentioned variables.

Fig. 1: EpicLatino Database 2015–2022. Premature infants ≤32 weeks GA, actual value [days of antibiotics per 1,000 patient-days (DA/P)] and adjusted incidence rate ratio (IRR) (95% CI) on logarithmic scale adjusted for GA, positive blood/CSF cultures, length of stay, NEC, time period and death

Table 3 shows the criteria used by Unit 2 to reduce antibiotic use. All units that responded to the questionnaire (representing 99.5% of records) exhibited 1–6 differences compared with the baseline unit. There was no apparent correlation between responses and IRRs for each unit. Notably, among units that perceived themselves as using few antibiotics (as indicated in the final question), the average IRR for these units was 2.4, and three of them had an IRR above 3.

Table 3: The base unit (Unit 2 for statistical calculation) uses the following criteria to minimize antibiotic use, which served as the basis for the comparison
1. Premature infants ≤32 weeks gestation who will receive antibiotics are selected based on risk factors and/or laboratory tests.
2. Antibiotics are not used solely based on being born outside the institution or maternal antibiotic use.
3. Antibiotics are only administered if clinical symptoms are present and confirmed by laboratory data (complete blood count and C-reactive protein).
4. If the premature infant is stable and blood cultures are negative, antibiotics are discontinued within 24–72 hours, provided that the clinical picture and laboratory results allow it.
5. If the premature infant deteriorates during their stay, tests are conducted, and a collective decision is made whether to initiate antibiotics or not.
6. Antibiotics are discontinued when symptoms disappear or 2–3 days later, regardless of the treatment duration. Continuation of antibiotics with negative cultures is very rare.
7. In reality, this unit genuinely uses a minimal amount of antibiotics.

DISCUSSION

In this study, we found that there is a fair degree of variability in antibiotic administration practices in the EpicLatino units even after adjusting with a regression analysis for GA, NEC, infections (positive blood or cerebrospinal fluid cultures), length of stay, time-period (before/after 2020), and mortality. These findings suggest a potential for improvement in our clinical practice with continuing education and development of clinical care protocols to reduce regional variability. As in most retrospective studies, the gaps in data points, are an important limitation. Extending the study in a retrospective-prospective format or a completely new study might have benefits. Many new variables may need to be included such as an index for severity-of-infection. Some of the maternal factors may have to be included in more detail; we only had chorioamnionitis as a single variable in this analysis. Presumed or histopathologically proven chorioamnionitis could be differentiated even if antibiotic use in the newborn may not change the results.29,30 Measurement of acute phase reactants in cord blood or early neonatal period could be considered.

In this study, we utilized GA rather than birth weight because this parameter is more accurately recorded in EpicLatino database. In most existing studies, gestational age at birth has been viewed as a more precise indicator of fetal maturation than birth weight.31 In this context, newer machine learning methods could offer low-cost alternatives.32 IUGR is a frequently seen variable and could be an independent negative confounder in many neonatal outcomes.30,33

To understand the practices leading to this marked disparity in the duration of antibiotic administration, our questionnaire on antibiotic use practices has identified the knowledge, attitudes, and practices as important determinants of success of such an approach in different regions.34 We did not find a clear association with IRRs and this needs further study.35 Units that believed they used few antibiotics may not be fully aware of their higher antibiotic usage.36,37 On the other hand, even though antibiotic overuse and resistance are being identified ever more frequently but under-recognition of sepsis remains an issue resulting in campaigns from the World Health Organization (WHO).38

The phenomenon of variation in clinical practices needs study. In many cases, the variation in the utilization of health services cannot be explained by variation in patient illness.34 Such variations can be substantial, persistent, and might be even difficult to understand in some locations. There could well be hitherto unknown, associated cultural and/or professional factors. The variations in clinical practice have been described by many investigators across many healthcare settings and these are not always easy to explain.34,3943 On possible reason could be the “professional uncertainty” perceived by the medical care-providers in certain situations.40,41 These choices might get influenced by environmental circumstances and local standards.44 Hence, application and acceptance of protocols in a consortium as large as the EpicLatino will take persistence and time.45

One model of medical care views three major domains to explain residual unwarranted variation: capacity (allocative decisions, organizational design, and lack of acumen), evidence (lack of adherence to guidelines, unjustified deviation of evidence base) and agency (providers’ needs and preferences, lack of engagement).48 Overall, some variation is a norm and we need to monitor its impact on outcomes. It is noteworthy that a significant number of units claim to adhere to internationally recognized concepts of good antibiotic usage practices.49 However, some units may report their desired practices rather than actual practices.37,50 It might be beneficial for each EpicLatino unit to explore possibilities for reducing antibiotic usage as a quality plan.51

ACKNOWLEDGMENT

The authors would like to thank the EpicLatino units for their efforts in maintaining this database, allowing us to improve quality and to Pablo Vasquez-Hoyos for his assistance with statistical analysis.

ORCID

Angela B Hoyos https://orcid.org/0000-0002-5403-3268

Ariel Salas https://orcid.org/0000-0002-4676-7747

Horacio Osiovich https://orcid.org/0000-0001-5290-2565

Carlos A Fajardo https://orcid.org/0000-0001-7353-0385

Martha Baez https://orcid.org/0009-0002-7530-0713

Luis Monterrosa https://orcid.org/0000-0001-7576-7036

Carolina Villegas-Alvarez https://orcid.org/0000-0002-3930-8745

Fernando Aguinaga https://orcid.org/0000-0001-7685-7279

Maria I Martinini https://orcid.org/0000-0001-6905-1955

REFERENCES

1. Ting JY, Synnes A, Roberts A, et al. Association between antibiotic use and neonatal mortality and morbidities in very low-birth-weight infants without culture-proven sepsis or necrotizing enterocolitis. JAMA Pediatr 2016;170(12):1181–1187. DOI: 10.1001/jamapediatrics.2016.2132.

2. Clark RH, Bloom BT, Spitzer AR, et al. Reported medication use in the neonatal intensive care unit: Data from a large national data set. Pediatrics 2006;117(6):1979–1987. DOI: 10.1542/peds.2005-1707.

3. Prusakov P, Goff DA, Wozniak PS, et al. A global point prevalence survey of antimicrobial use in neonatal intensive care units: The no-more-antibiotics and resistance (NO-MAS-R) study. EClinicalMedicine 2021;32(9):100727. DOI: 10.1016/j.eclinm.2021.100727.

4. Fanaroff AA, Korones SB, Wright LL, et al. Incidence, presenting features, risk factors and significance of late onset septicemia in very low birth weight infants. The National Institute of Child Health and Human Development Neonatal Research Network. Pediatr Infect Dis J 1998;17(7):593–598. DOI: 10.1097/00006454-199807000-00004.

5. OECD. Transition Finance Toolkit: Organisation for Economic Co-operation and Development; 2024. Available from: https://www.oecd.org/dac/transition-finance-toolkit/LMIC-to-UMIC.pdf.

6. Hayes R, Hartnett J, Semova G, et al. Neonatal sepsis definitions from randomised clinical trials. Pediatr Res 2023;93(5):1141–1148. DOI: 10.1038/s41390-021-01749-3.

7. Chaurasia S, Sivanandan S, Agarwal R, et al. Neonatal sepsis in South Asia: Huge burden and spiralling antimicrobial resistance. BMJ 2019;364:k5314. DOI: 10.1136/bmj.k5314.

8. Klingenberg C, Kornelisse RF, Buonocore G, et al. Culture-negative early-onset neonatal sepsis - At the crossroad between efficient sepsis care and antimicrobial stewardship. Front Pediatr 2018;6:285. DOI: 10.3389/fped.2018.00285.

9. Kopsidas I, Tsopela GC, Molocha NM, et al. Reducing duration of antibiotic use for presumed neonatal early-onset sepsis in greek nicus. A “low-hanging fruit” approach. Antibiotics (Basel) 2021; 10 (3). DOI: 10.3390/antibiotics10030275.

10. Gyllensvard J, Studahl M, Gustavsson L, et al. Antibiotic use in late preterm and full-term newborns. JAMA Netw Open 2024;7(3):e243362. DOI: 10.1001/jamanetworkopen.2024.3362.

11. Almagor J, Temkin E, Benenson I, et al. The impact of antibiotic use on transmission of resistant bacteria in hospitals: Insights from an agent-based model. PLoS One 2018;13(5):e0197111. DOI: 10.1371/journal.pone.0197111.

12. Cizman M, Plankar Srovin T. Antibiotic consumption and resistance of gram-negative pathogens (collateral damage). GMS Infect Dis 2018;6:Doc05. DOI: 10.3205/id000040.

13. Puopolo KM, Benitz WE, Zaoutis TE, et al. Management of neonates born at ≥35 0/7 weeks’ gestation with suspected or proven early-onset bacterial sepsis. Pediatrics 2018;142(6): e20182894. DOI: 10.1542/peds.2018-2896.

14. Fernandes M, Winckworth L, Lee L, et al. Screening for early-onset neonatal sepsis on the Kaiser Permanente sepsis risk calculator could reduce neonatal antibiotic usage by two-thirds. Pediatr Investig 2022;6(3):171–178. DOI: 10.1002/ped4.12344.

15. NICE. Surveillance report 2017 – Neonatal infection early onset (2012) NICE guideline CG149. London, UK: National Institute for Health and Care Excellence (NICE); 2017. Available from: https://www.ncbi.nlm.nih.gov/books/NBK550970/.

16. Puopolo KM, Benitz WE, Zaoutis TE, et al. Management of neonates born at ≤34 6/7 weeks’ gestation with suspected or proven early-onset bacterial sepsis. Pediatrics 2018;142(6). DOI: 10.1542/peds.2018-2894.

17. Zelellw DA, Dessie G, Worku Mengesha E, et al. A systemic review and meta-analysis of the leading pathogens causing neonatal sepsis in developing countries. Biomed Res Int 2021;2021:6626983. DOI: 10.1155/2021/6626983.

18. Hoyos A, Villegas C, Aguinaga F, et al. Report 2022 EpicLatino Calgary, Canada: EpicLatino Network; 2022. p. 26. Available from: https://www.canadianneonatalnetwork.org/portal.

19. Hoyos A, Villegas C, Aguinaga F, et al. Report 2022 EpicLatino Calgary, Canada: EpicLatino Network; 2022. pp. 25–26. Available from: https://www.epiclatino.co/Ingles-reporte-2022-Final-min.pdf (epiclatino.co).

20. Stoll BJ, Gordon T, Korones SB, et al. Late-onset sepsis in very low birth weight neonates: A report from the National Institute of Child Health and Human Development Neonatal Research Network. J Pediatr 1996;129(1):63–71. DOI: 10.1016/s0022-3476(96)70191-9.

21. Kayange N, Kamugisha E, Mwizamholya DL, et al. Predictors of positive blood culture and deaths among neonates with suspected neonatal sepsis in a tertiary hospital, Mwanza-Tanzania. BMC Pediatr 2010;10:39. DOI: 10.1186/1471-2431-10-39.

22. Canadian-Neonatal-Network. Annual Reports Toronto, Canada: Canadian Neonatal Network; 2022. Available from: https://www.canadianneonatalnetwork.org/portal/CNNHome.aspx.

23. Hoyos A, Villegas C, Aguinaga F, et al. Report 2021 EpicLatino Calgary, Canada: EpicLatino Network; 2021. Available from: https://epiclatino.co/wp-content/uploads/2022/08/Report-2021-English.pdf.

24. Fajardo C, Alshaikh B, Harabor A. Prolonged use of antibiotics after birth is associated with increased morbidity in preterm infants with negative cultures. J Matern Fetal Neonatal Med 2019;32(24):4060–4066. DOI: 10.1080/14767058.2018.1481042.

25. Hoyos A, Villegas C, Aguinaga F, et al. Report 2022 EpicLatino Calgary, Canada: EpicLatino Network; 2022. Available in: https://www.epiclatino.co reportes 2015-2022.

26. Ibanez-Pinilla M, Villalba-Nino S, Olaya-Galan NN. Negative log-binomial model with optimal robust variance to estimate the prevalence ratio, in cross-sectional population studies. BMC Med Res Methodol 2023;23(1):219. DOI: 10.1186/s12874-023-01999-1.

27. Kim HY. Statistical notes for clinical researchers: Understanding standard deviations and standard errors. Restor Dent Endod 2013;38(4):263–265. DOI: 10.5395/rde.2013.38.4.263.

28. O’Brien SF, Yi QL. How do I interpret a confidence interval? Transfusion. 2016;56(7):1680–1683. DOI: 10.1111/trf.13635.

29. Queiros da Mota V, Prodhom G, Yan P, et al. Correlation between placental bacterial culture results and histological chorioamnionitis: A prospective study on 376 placentas. J Clin Pathol 2013;66(3):243–248. DOI: 10.1136/jclinpath-2012-201124.

30. Day KN, Vircks JA, Henricks CE, et al. Latency antibiotics in preterm prelabor rupture of membranes: A comparison of azithromycin regimens. Ann Pharmacother 2024;58(3):234–240. DOI: 10.1177/10600280231181135.

31. Vitral GLN, Romanelli RMC, Leonel TA, et al. Influence of different methods for calculating gestational age at birth on prematurity and small for gestational age proportions: A systematic review with meta-analysis. BMC Pregnancy Childbirth 2023;23(1):106. DOI: 10.1186/s12884-023-05411-0.

32. Lee LH, Bradburn E, Craik R, et al. Machine learning for accurate estimation of fetal gestational age based on ultrasound images. NPJ Digit Med 2023;6(1):36. DOI: 10.1038/s41746-023-00774-2.

33. Hasmasanu MG, Bolboaca SD, Baizat MI, et al. Neonatal short-term outcomes in infants with intrauterine growth restriction. Saudi Med J 2015;36(8):947–953. DOI: 10.15537/smj.2015.8.11533.

34. Achten NB, Juliana AE, Lissone NP, et al. Epidemiology and mortality of early-onset neonatal sepsis in suriname: A 2-year surveillance study. J Pediatric Infect Dis Soc 2021;10(4):514–516. DOI: 10.1093/jpids/piaa130.

35. Hoffmann K, Pischon T, Schulz M, et al. A statistical test for the equality of differently adjusted incidence rate ratios. Am J Epidemiol 2008;167(5):517–522. DOI: 10.1093/aje/kwm357.

36. Olesen SW, Barnett ML, MacFadden DR, et al. The distribution of antibiotic use and its association with antibiotic resistance. Elife 2018;7: e39435. DOI: 10.7554/eLife.39435.

37. Atsma F, Elwyn G, Westert G. Understanding unwarranted variation in clinical practice: A focus on network effects, reflective medicine and learning health systems. Int J Qual Health Care 2020;32(4):271–274. DOI: 10.1093/intqhc/mzaa023.

38. WHO. Global report on the epidemiology and burden of sepsis: Current evidence, identifying gaps and future directions World-Health-Organization 2020. Available from: https://www.who.int/publications/i/item/9789240010789.

39. Comarow A. America’s best hospitals. US News World Rep 2003;135(3):46–48, 90, 4 passim. PMID: 12931383.

40. O’Connor AM, Rostom A, Fiset V, et al. Decision aids for patients facing health treatment or screening decisions: Systematic review. BMJ 1999;319(7212):731–734. DOI: 10.1136/bmj.319.7212.731.

41. Wennberg JE, Freeman JL, Culp WJ. Are hospital services rationed in New Haven or over-utilised in Boston? Lancet 1987;1(8543):1185–1189. DOI: 10.1016/s0140-6736(87)92152-0.

42. Wennberg JE, Freeman JL, Shelton RM, et al. Hospital use and mortality among Medicare beneficiaries in Boston and New Haven. N Engl J Med 1989;321(17):1168–1173. DOI: 10.1056/NEJM198910263211706.

43. Fisher ES, Wennberg JE, Stukel TA, et al. Hospital readmission rates for cohorts of Medicare beneficiaries in Boston and New Haven. N Engl J Med 1994;331(15):989–995. DOI: 10.1056/NEJM199410133311506.

44. Wagner EH, Grothaus LC, Sandhu N, et al. Chronic care clinics for diabetes in primary care: A system-wide randomized trial. Diabetes Care 2001;24(4):695–700. DOI: 10.2337/diacare.24.4.695.

45. Fichtner D, Flemmer AW, Fischer U, et al. [Does the nursing shortage in neonatal intensive care units (NICU) threaten the warranty of healthcare for newborns?: The “Mary and Joseph” project]. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz 2023;66(9):1019–1029. DOI: 10.1007/s00103-023-03749-6.

46. Mukhopadhyay S, Sengupta S, Puopolo KM. Challenges and opportunities for antibiotic stewardship among preterm infants. Arch Dis Child Fetal Neonatal Ed 2019;104(3):F327–F332. DOI: 10.1136/archdischild-2018-315412.

47. Viel-Theriault I, Agarwal A, Bariciak E, et al. Antimicrobial prophylaxis use in the neonatal intensive care unit: An antimicrobial stewardship target that deserves attention! Am J Perinatol 2022;39(12):1288–1291. DOI: 10.1055/s-0040-1722600.

48. Sutherland K, Levesque JF. Unwarranted clinical variation in health care: Definitions and proposal of an analytic framework. J Eval Clin Pract 2020;26(3):687–696. DOI: 10.1111/jep.13181.

49. Morales-Betancourt C, De la Cruz-Bertolo J, Munoz-Amat B, et al. Reducing early antibiotic use: A quality improvement initiative in a level III neonatal intensive care unit. Front Pediatr 2022;10:913175. DOI: 10.3389/fped.2022.913175.

50. Donabedian A. Evaluating the quality of medical care. Milbank Q 2005;83(4):691–729. DOI: 10.1111/j.1468-0009.2005.00397.x.

51. Dukhovny D, Buus-Frank ME, Edwards EM, et al. A collaborative multicenter QI initiative to improve antibiotic stewardship in newborns. Pediatrics 2019;144(6):e20190589. DOI: 10.1542/peds.2019-0589.

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