Abstract
This scoping review aimed to summarize studies that developed vancomycin dosing nomograms. A search was performed in MEDLINE, Embase, Scopus, LILACS, and Google Scholar for studies published from January 2009 until January 2014. Two authors performed the study selection and data extraction. Disagreements were resolved by the third author. Forty-three studies were included. Most of them were conducted in the U.S. (48.8%), developed for the adult population (81.4%), specifically for critically ill patients (39.7%), used population data as a method to create the nomogram (67.5%), considered the serum trough concentration as the pharmacodynamic target for developing the dosing nomogram (83.7%), chose intermittent infusion (76.8%) and recommended loading doses administration in their dosing nomogram (65.1%). Twenty-eight studies evaluated the dosing nomogram; 19 (67.8%) achieved optimal vancomycin serum levels. However, most studies were observational designs, with small sample sizes and few nomograms developed based on AUCguided dosing. Moreover, data on the clinical and microbiological outcomes of the patients enrolled in the studies are lacking. Vancomycin dosing nomograms were shown to be a valuable tool to guide the achievement of the PK/PD target, mainly in Middle-Income Countries. More robust methods for the development and evaluation of vancomycin dosing nomograms should be applied and associated with vancomycin TDM.
Keywords:
Vancomycin; Methicillin-resistant Staphylococcus aureus; Drug Utilization; Dosing nomogram; Antibiotic stewardship.
INTRODUCTION
Vancomycin has conventionally been used as a first-line antibiotic for treating methicillin-resistant Staphylococcus aureus (MRSA) and other grampositive beta-lactam-resistant bacterial infections. The efficacy of vancomycin in treating MRSA infections is supported by over five decades of use and is similar compared to other antibiotics (Zhang et al., 2023).
The rising incidence of infections caused by betalactam-resistant gram-positive bacteria requires the need to optimize the dosage regimen of vancomycin (Álvarez et al., 2016). Therefore, it is strongly advised to use vancomycin based on patient-specific parameters, rather than use standard dosage regimens (i.e. 1000 mg twice daily for all patients), to improve the effectiveness of vancomycin therapy (Lake, Peterson, 1985).
A recent consensus guideline emphasizes that appropriate dose regimens, administration, and therapeutic drug monitoring (TDM) strategies of vancomycin optimize clinical efficacy and ensure safety for patients (Rybak et al., 2020). For TDM, the trough concentrations between 15-20 mg/L were recommended as a surrogate marker of the pharmacokinetic and pharmacodynamic (PK/PD) index of vancomycin activity, although a systematic review suggests that his parameter is associated with higher nephrotoxicity (Lim et al., 2023) Thus, an individualized PK/PD target of the 24 h area under the curve to minimum inhibitory concentration (AUC24h/MIC) ratio of 400600 mg*h/L is the preferred monitoring parameter since it is associated with better clinical efficacy and safety of vancomycin (Rybak et al., 2020). However, the implementation of this complex process can face barriers, including the need for specialized and expensive computer software, lack of familiarity of the pharmacist or provider, clinician support, protocols to TDM guidance, and logistic challenges (Bradley, Lee, Sadeia, 2022), influencing the choice of appropriate vancomycin dosing by health professionals.
Moreover, it is known that the initial appropriate dosage regimen of vancomycin assists in achieving positive clinical outcomes and preventing bacterial resistance (Carland et al., 2021). In this context, a dosing nomogram is an alternative tool to provide initial dosage regimens of vancomycin, promoting rapid and easy calculation, increasing the probability of reaching the PK/PD target, and having a low cost of implementation (Elyasi et al., 2016). A review reported that different vancomycin dosing nomograms have been created to customize dose regimens for specific patient groups, highlighting the significant improvement in PK/PD target achievement in most cases (Elyasi et al., 2016). However, the lack of detail on how they conducted the review, such as the date range of the literature search, a well-established search strategy using controlled vocabulary terms, the use of two independent reviewers for the selection and data extraction of the studies as well as the fact that it was done before publication of the recent consensus guidelines limits its usefulness. There remains a need to comprehensively identify the vancomycin dosing nomograms published in the literature to date to assist health professionals in the best clinical decision-making. Therefore, this scoping review aimed to map and summarize the initial vancomycin dosing nomograms developed for inpatients.
METHODS
A scoping review was conducted to explore the literature and summarize evidence regarding vancomycin dosing nomograms for inpatients. In contrast to the systematic reviews that often focus on a specific and well-defined question, scoping reviews serve a broader purpose, identifying the types of evidence available within a specific field, analyzing knowledge gaps, and investigating the research methods employed in a specific topic. This review was conducted following the recommendations of the Preferred Reporting Items for Systematic Reviews and MetaAnalyses Statement for Scoping Reviews (PRISMAScR) (Tricco et al., 2018). The review protocol was registered on the Open Science Framework (OSF) (https://doi.org/10.17605/OSF.IO/UNRMD).
Search strategy
A comprehensive literature search published from January 1st, 2009 until January 17th, 2024 was performed in MEDLINE (via PubMed), Embase (via Elsevier), Scopus, and LILACS (Latin American and Caribbean Health Sciences Literature) to identify relevant studies. In addition, a grey literature search was conducted in Google Scholar up to the third page of results (60 registries), excluding patents and citations, to identify studies not indexed in the databases listed above. This timeframe was chosen as 2009 was the year the first consensus review for therapeutic monitoring of vancomycin by the American Society of Health-System Pharmacists, Infectious Disease Society of America, and Society of Infectious Disease Pharmacists was published. The search strategy included keywords and medical subject headings related to vancomycin, nomograms, drug dosage calculations, clinical protocols, and practice guidelines. Duplicate studies were eliminated. Moreover, all the references cited in the included articles were reviewed to identify any studies that might have been missed. The full strategy search for all databases can be found in the Supplemental Material.
Study selection
Studies that developed vancomycin dosing nomograms for inpatients of any age were included. Studies not published in scientific journals, qualitative studies, literature reviews, and other types of documents such as books/book chapters, letters to the editor, editorials, comments, patient education brochures, and recommendations were excluded. In addition, studies published in non-Roman characters were also excluded.
The studies retrieved from the databases were allocated to the Software Mendeley to exclude duplicate files. Then, a single file was transferred to the Rayyan QCRI program to analyze the titles and abstracts of the articles and analyze complete articles whose abstracts were previously selected. All titles and abstracts were independently screened and selected by two authors (G.F.T and M.B.V). Full-text articles were obtained and reviewed to determine whether the article met the eligibility criteria. If the full text of the article was not available in the databases, the corresponding authors were contacted by email or through ResearchGate (www.researchgate.net). Disagreements were resolved through a third author (T.M.L).
Data extraction and synthesis of results
For each included study, information such as author, country, year of publication, population study, the method used to create the dosing nomogram, PK/ PD parameter, patient condition (e.g. critically ill, obese, hemodialysis, etc.), type of infusion, loading dose administration, sample size, evaluation of dosing nomogram (e.g., tested in a real population), desired therapeutic vancomycin targets (defined as the number of patients that achieved 50% or more the target according to the PK/PD target of each study) as well as subtherapeutic and supratherapeutic vancomycin targets 24-hours after the first dose were extracted. Two authors (G.F.T and M.B.F) independently completed the data extraction using a preformatted spreadsheet in Microsoft Excel. Disagreements were resolved with a third author (T.M.L). The results of this scoping review are presented as a narrative and tabular synthesis. The original ideas and concepts presented in the included studies were recognized and maintained.
Following the PRISMA-ScR guidelines, no quality assessment was performed because scoping reviews aim to identify all the available evidence and highlight their main characteristics, regardless of the quality of such evidence (Tricco et al., 2018).
RESULTS
The electronic search found 3,272 potentially relevant studies. After removing duplicates and reviewing the titles and abstracts, 85 articles were selected for full-text reading. In addition, three relevant studies were identified through a manual search. Of these, 43 studies met the inclusion criteria and were included for review. A flowchart of the literature search is shown in Figure 1. The references for excluded articles, with the reasons for their exclusion, are available in the Supplemental Material S2.
Characteristics of the included studies
The characteristics of the 43 studies included in this scoping review are summarized in Table I. Most studies were conducted in the United States of America (n = 20, 48.8%), a few in Canada (n = 3, 7.0%) and the Czech Republic, Brazil, Italy, and Japan (n = 2, 4.6% each). Most of them were developed for use in the adult population, including the elderly (n = 35, 81.4%).The year of publication of the studies was varied, with most publications in 2018 (n = 7, 16.2%), followed by 2020 (n = 6, 13.9%), 2014 (n = 5, 11.6%), and 2012/2015 (n = 4, 9.3% each).
There was a predominance of vancomycin dosing nomograms developed specifically for critically ill patients (n = 17, 39.7%), followed by general patients (n = 13, 30.2%), obese patients (n = 7, 16.2%), non-critically ill patients (n = 3, 7.0%), patients undergoing hemodialysis (n = 3, 7.0%), and other conditions (n = 2, 4.6%). Regarding the method for dosing nomogram calculation, most studies used population data derived from the specific study site (n = 30, 69.8%), followed by the literature review (n = 8, 16.8%). Five studies (11.6%) did not report the method for dosing nomogram calculation. Moreover, the majority of studies considered the serum trough concentration as the PK/PD parameter for developing the dosing nomogram (n = 34, 79.1%), followed by the area under the concentrationtime to MIC (n = 8, 18.6%). Only one study (n =1, 2.3%) considered both parameters. In addition, most studies chose the intermittent type of infusion) (n = 34, 79.0%) and recommended loading doses in their dosing nomogram (n = 31, 72,0%).
AUC24h/MIC (24 h area under the curve to minimum inhibitory concentration), CrCl (creatinine clearance), N (no), NR (not reported), PK/PD (pharmacokinetic/pharmacodynamic), USA (United States of America), Y (yes).
Data of studies that evaluated the vancomycin dosing nomogram
All data extracted from each article can be found in Table II. Evaluation of vancomycin dosing nomograms was reported in 28 studies (65,11%).Of these, 25 studies (89.3%) were conducted in the adult population and 3 (10.7%) in the neonatal and pediatric populations. For specific patients, eleven studies (39.3%) assessed the vancomycin nomograms for critically ill patients, eight studies (28.6%) assessed for general patients, four studies (14.3%) assessed for obese patients, three studies (10.7%) assessed for non-critically ill, and two studies (7.1%) assessed for patients undergoing hemodialysis. Only two studies that used the area under the concentration-time to MIC as the PK/PD target evaluated the vancomycin dosing nomogram. All studies evaluated the nomograms based on observation studies, except Wesner et al. (2013) which performed an interventional trial. The mean sample size in the adult and neonatal/pediatric patients was 292.7 (ranging from 29 to 2570) and 81.3 (ranging from 22 to 182), respectively. Nineteen studies (67.8%) reported that the patients achieved the desired therapeutic vancomycin targets. It is important to note that the two studies with a large sample size did not describe these achievements. Data of each nomogram developed for specific patients and achieved these desired targets are described below.
Critically ill patients
Nine studies (Baptista et al., 2014; Frazee et al., 2017; Levin, Glasheen, Kiser, 2016; Medellín-Garibay et al., 2017; Sin et al., 2018; Spadaro et al., 2015; Pokorná et al., 2019a; Pokorná et al., 2019b; Reilly et al., 2019) (81.8%) reported success in achieving the desired therapeutic vancomycin targets in the enrolled patients; six studies in adult patients (Baptista et al., 2014; Frazee et al., 2017; Levin, Glasheen, Kiser, 2016; Medellín-Garibay et al., 2017; Sin et al., 2018; Spadaro et al., 2015) and three studies in neonatal and pediatric patients (Pokorná et al., 2019a; Pokorná et al., 2019b; Reilly et al., 2019).
Regarding the adult population, the mean sample size evaluated in the studies was 149 (ranging from 52 to 348). Of the six studies analyzed, most of them (n = 4, 66.6%) used continuous infusion (Baptista et al., 2014; Medellín-Garibay et al., 2017; Sin et al., 2018; Spadaro et al., 2015), and all studies, except Levin, Glasheen, and Kiser (2016) proposed a loading dose for the nomogram. Moreover, all studies considered the serum trough concentration as a PK/PD parameter. The desired therapeutic targets were different for each nomogram. These targets varied from 15 to 30 mg/L (Baptista et al., 2014; Medellín-Garibay et al., 2017; Sin et al., 2018; Spadaro et al., 2015) and 10 to 20 mg/L (Frazee et al., 2017; Levin, Glasheen, Kiser, 2016) for continuous and intermittent infusion, respectively. All studies achieved the desired therapeutic target 24 hours after the first vancomycin dosing. Spadaro et al. (2015) related that the therapeutic target was achieved only in patients with ClCr ≤ 50 mL/min using serum trough concentration target between 15-25 mg/L as PK/PD parameter. The average rate of the desired therapeutic target was achieved in 66.6% of patients, ranging from 50.0 to 84.0%. All studies, except Frazee et al. (2017), reported the sub-therapeutic (an average level of 17.8%, ranging from 3.8% to 35.0%) and supra-therapeutic vancomycin targets (an average level of 21.1%, ranging from 8.0% to 36.0%) achieved in the patients.
Regarding the neonate and pediatric population, the mean sample size evaluated in the studies was 81.3 (ranging from 22 to 182). Two studies (Pokorná et al., 2019a; Pokorná et al., 2019b) excluded patients with renal replacement therapy from the analysis. All studies used intermittent infusion and two studies (Pokorná et al., 2019a; Reilly et al., 2019) did not propose a loading dosing for the nomogram. In addition, all studies considered the serum trough concentration as a PK/ PD parameter, varying the desired therapeutic target between 10-30 mg/L. The average rate of the desired therapeutic target 24 hours after the first vancomycin dosing was achieved in 65.8% of patients (ranging from 62.0% to 68.0%). Moreover, all studies described the sub-therapeutic and supra-therapeutic vancomycin targets achieved in the patients, with an average level of 12.3% (ranging from 9.0% to 18.0%) and 21.8% (ranging from 14.0% to 29.0%), respectively.
Non-critically ill patients
One Kullar et al. (2011) study (33.3%) described the success of the achievement of the desired therapeutic target 24 hours after the first vancomycin dosing in the patients. This study evaluated 200 patients, used intermittent infusion, did not propose a loading dose for the nomogram, and considered the serum trough concentration as a PK/PD parameter, with the desired therapeutic target between 15-20 mg/L. The rate of the desired therapeutic target in 24 hours after the first vancomycin dosing was achieved in 58.0% of patients and suband supra-therapeutic levels of 19.5% and 22.5%, respectively.
General patients
Four studies (Leu et al., 2012; Oda et al., 2020; Thalakada et al., 2012; van Maarseveen et al., 2014) (50.0%) showed that the patients achieved the desired therapeutic target 24 hours after the first vancomycin dosing. The mean sample size evaluated in the studies was 69 (ranging from 43 to 106). Two studies (Leu et al., 2012; Thalakada et al., 2012) excluded patients with renal replacement therapy or end-stage renal disease from the analysis. All studies, except van Maarseveen et al. (2014) used intermittent infusion. All studies proposed a loading dose for the nomogram, except Leu et al. (2012). Regarding the PK/PD parameter, three studies (Leu et al., 2012; Thalakada et al., 2012; van Maarseveen et al., 2014) considered the serum trough concentration (varying the desired therapeutic target between 5-20 mg/L) and one study considered the AUC24h/MIC (varying the desired therapeutic target between 350-400 mg·h/L) (Oda et al., 2020). The average rate of the desired therapeutic target was achieved in 73.2% of patients, ranging from 63.0 to 81.8%. van Maarseveen et al. (2014) showed that the average rate of the desired therapeutic target was lower among patients admitted to the ICU (67.5%) compared to other settings (74.5%). Two reported the subtherapeutic (an average level of 17.4%, ranging from 11.5% to 23.4%) and supra-therapeutic vancomycin targets (an average level of 7.0%, ranging from 6.4% to 7.7%) achieved in the patients.
Obese patients
Three studies (Batchelder Lutheran, Frens., 2020; Bowers et al., 2018; Denetclaw et al., 2015) (75.0%) reported that the patients achieved the desired therapeutic target 24 hours after the first vancomycin dosing. The mean sample size evaluated in the studies was 181.3 (ranging from 54 to 320). All studies used intermittent infusion, proposed a loading dose for the nomogram, and considered the serum trough concentration as a PK/ PD parameter, varying the desired therapeutic target between 10-20 mg/L. It is important to note that the Batchelder, Lutheran, and Frens (2020) study evaluated two nomograms. Moreover, Bowers et al. (2018) assessed three ranges of the desired therapeutic target: 10-15, 15-20, and 10-20 mg/L. The average rate of the desired therapeutic target was achieved in 74.5% of patients, ranging from 53.6 to 96.8%. In the Batchelder, Lutheran, and Frens study, only patients who received dosage regimens from one of the nomograms achieved the desired target. Bowers et al. (2018) reported that patients evaluated in the serum trough concentration range between 10-15 and 10-20 mg/L achieved the desired target. All studies described the sub-therapeutic and supra-therapeutic vancomycin targets achieved in the patients, with an average level of 10.3% (ranging from 0.0% to 21.4%) and 15.1% (ranging from 3.2% to 25.0%), respectively.
Patients undergoing hemodialysis
Two studies (Ho et al., 2023; Zelenitsky et al., 2012) (100.0%) reported success in the achievement of desired therapeutic vancomycin targets. The mean sample size evaluated in the studies was 30 (ranging from 29 to 31). All studies used intermittent infusion, proposed a loading dose for the nomogram, and considered the serum trough concentration as a PK/ PD parameter, varying the desired therapeutic target between 10-20 mg/L. The average rate of the desired therapeutic target was achieved in 66.5% of patients, ranging from 56.0% to 76.9%. However, Zelenitsky et al. (2012) reported that the therapeutic target was not achieved in patients who considered the serum trough concentration target between 15-20 mg/L as the PK/PD parameter. The suband supra-therapeutic vancomycin targets were only described by Zelenitsky et al. (2012), with levels of 19.2% and 3.9%, respectively.
DISCUSSION
To the best of our knowledge, this is the first scoping review regarding vancomycin dosing nomograms for inpatients. Forty-three studies were included; most of them performed in the United States of America, developed for the adult population (including the elderly), considered the serum trough concentration as the PK/PD parameter, population data for developing the dosing nomogram, with an intermittent infusion, and recommended loading doses. Twenty-eight studies evaluated the dosing nomogram for specific patient conditions. More than half of them achieved the desired therapeutic target, showing the potential for using these nomograms in clinical practice. Moreover, the nomograms identified in this review can assist institutions in developing vancomycin dosing protocols. However, most studies were observational designs, with small sample sizes and few nomograms were developed based on AUC-guided dosing. Futhermore, the nomograms assessed for neonate and pediatric populations were developed only for critically ill patients. Finally, data on the clinical and microbiological outcomes of the patients enrolled in the studies are lacking, highlighting that future research should focus on more robust methods of development, the use of recent better evidence, and the evaluation of vancomycin dosing nomograms.
Most of the studies included in this review involved adults, including the elderly. Studies involving pediatric and neonatal patients were first published in 2016 and increased from 2019 onwards. A reason for this may be that the consensus guidelines published in 2009 did not include these patients in the recommendations since adequate data were unavailable (Rybak et al., 2009). With the increasing number of studies, the recommendations for the use of vancomycin and monitoring for infants were better described in the updated vancomycin TDM consensus guideline published in 2020 (Rybak et al., 2020). However, few studies evaluated the nomograms for this population to date, calling attention to more studies to be assessed in these specific patients.
Critically ill patients, who require optimized dosing due to their variable pharmacokinetics, were most often included in the studies reviewed. In addition, most studies recommended loading doses and chose continuous infusion. Since the first vancomycin TDM guideline, loading doses have been recommended to rapidly achieve targeted ranges of serum vancomycin concentrations during the first few days of therapy, especially in critically ill patients (Lim et al., 2023; Rybak et al., 2020). Moreover, a systematic review showed that the administration of vancomycin by continuous infusion had similar efficacy and was associated with a lower risk of nephrotoxicity when compared with intermittent infusion, making this type of infusion an alternative recommendation in the revised guideline (Flannery et al., 2020). Our findings showed that most studies reported success in achieving the desired therapeutic vancomycin targets in this population, reinforcing the importance of the nomograms for adequate initial vancomycin dosing.
The revised consensus guideline recommended the use of the AUC/MIC ratio as the best PK/PD index, rather than the surrogate marker - serum trough concentration, to minimize vancomycin-associated acute kidney injury while achieving clinical efficacy (Rybak et al., 2020). Our findings showed that the vancomycin serum trough concentration was predominantly used as the PK/PD parameter for developing the vancomycin dosing nomograms. However, a recent systematic review showed that AUC/MIC dosing strategies are associated with a significantly lower incidence of vancomycininduced AKI compared to trough-based dosing strategies, although the quality of evidence was considered low (Lim et al., 2023). The AUC-guided vancomycin dosing also demonstrates cost-benefits compared to trough-guided dosing (Lee et al., 2021). In addition, pharmacokinetic equations can be used to estimate the AUC for the initial total daily dose of vancomycin (Mcgrady et al., 2020). Thus, it is necessary to develop new nomograms or update the existing nomograms based on the most current scientific evidence.
Population data was the main method for dosing nomogram calculation in the majority of included studies. It is preferable to use population-level data rather than only a literature review in developing nomograms because it allows for the model to be more accurate (Rybak et al., 2020), although most of these nomograms are often based on small sample sizes.
There are no vancomycin dosing nomograms specifically for the elderly. It is known that the clearance of vancomycin is diminished in these patients, leading to higher concentrations, and they are also more likely to suffer from comorbidities and take more concomitant medications, making them more vulnerable to vancomycin toxicity (Kim et al., 2022). Moreover, few dosing nomograms were developed for obese patients and patients undergoing hemodialysis. Obesity may alter vancomycin’s volume of distribution, resulting in lower serum concentrations initially, but leading to accumulation with continued use (Wong et al., 2022), and patients undergoing hemodialysis may have a prolonged distribution phase, a residual renal function, and a nonrenal clearance, highlighting the need for the individualized vancomycin dosage regimens (Crew, Heintz, Heintz, 2015). Researchers should be encouraged to develop vancomycin dosing nomograms for these and other specific populations.
It is important to highlight that these dosing nomograms do not replace TDM. Moreover, there are some potential pitfalls associated with their use, such as variability in patient factors, assumptions about the pharmacokinetics of vancomycin, and failure to adapt to the changing conditions of the patients. However, they are a tool that can be used along with TDM to guide dosing decisions. Moreover, not every institution has sufficient equipment to perform adequate TDM and this scenario is worse in middle-income countries (Bradley, Lee, Sadeia, 2022). For example, The Brazilian Health Regulatory Agency (ANVISA) conducted a national evaluation of Antimicrobial Stewardship Programs (ASP) in Brazilian Hospitals, highlighting that only 47.65% (863 out of 1,209) had implemented the program (Anvisa, 2022). Moreover, a survey on vancomycin monitoring practices involving 79 healthcare professionals from Brazilian hospitals showed that only 59% of hospitals performed vancomycin TDM, particularly by trough concentrations (MoralesJunior et al., 2022). These results demonstrate that vancomycin TDM is not a reality in many hospitals and vancomycin is frequently prescribed based on standard dosage regimens. Therefore, dosing nomograms can be a powerful tool to provide more appropriate initial vancomycin dosing.
Regarding evaluating vancomycin dosing nomograms, more than half of the studies achieved the desired vancomycin target levels while approximately one-quarter of the vancomycin target levels were subor supra-therapeutic. Although most of these dosing nomograms significantly improved the achievement of target levels, their percentage is not ideal. In addition, it is known that subtherapeutic concentrations can contribute to antibiotic resistance and supratherapeutic concentrations can increase the risk of nephrotoxicity (Lim et al., 2023).
This study has some limitations. Although a comprehensive literature search strategy was used, some studies may have been missed because they were not indexed in the searched databases or were not retrieved due to paid access restrictions. Moreover, this review does not include vancomycin dosing nomograms developed by organizations or institutions that have not been published in scientific journals. Finally, the results of the evaluated nomograms should be interpreted with caution, since the choice of the desired therapeutic vancomycin target, although entirely logical, was arbitrary.
CONCLUSION
Vancomycin dosing nomograms reviewed in these studies were shown to be a valuable tool to guide the achievement of the PK/PD target, and associated with vancomycin TDM, can increase clinical efficacy and patient safety. However, the majority of studies were observational with limited patient sample size and there are limited clinical and microbiological outcomes data of patients involved in the studies. Moreover, a few nomograms were developed using the updated recommendation of AUC-guided dosing. More robust methods for the development and evaluation of vancomycin dosing nomograms should be applied. Widespread vancomycin TDM, which is inappropriately still lacking in many medical centers, and, nonetheless, tools to calculate vancomycin dosing according to AUC24h/MIC should be realistically available.
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Associated Editor: Anibal de Freitas Santos Junior
Publication Dates
-
Publication in this collection
05 Dec 2025 -
Date of issue
2025
History
-
Received
31 July 2024 -
Accepted
06 Nov 2024


