Intraoperative Wound Irrigation in Orthopaedic Surgery: A Survey of Current Understanding and Practice Across the United States
Emma Woodmansey, Frank A. Buttacavoli, Aldo Riesgo, Christopher Bibbo, Nicholas Tedesco, David Rodriguez, Eric Lebby, Jonathan R. Danoff, Alberto V. Carli

TL;DR
This survey explores how orthopaedic surgeons in the U.S. use intraoperative wound irrigation to reduce surgical site infections, revealing varied practices and the need for standardized guidelines.
Contribution
The study provides a comprehensive survey of current IOWI practices among U.S. orthopaedic surgeons, highlighting variability and the need for evidence-based consensus.
Findings
Surgeons recognize IOWI as important for reducing surgical site infections.
IOWI practices vary in irrigant selection and decision rationale.
There is low alignment on contact time and residual antimicrobial activity.
Abstract
Periprosthetic joint infections remain a serious complication following arthroplasty surgery, causing significant patient morbidity and economic burden to health-care systems. While surgical site infection (SSI) preventive measures have shown effectiveness, there remains a significant gap in literature regarding surgeon intraoperative practice, such as the use of intraoperative wound irrigation (IOWI). While studies highlight the potential in reducing SSIs, variability in clinical application and the lack of standardized, evidence-based guidelines necessitate a comprehensive understanding of current practices. A 46-question survey was developed following literature review and validation with high-volume primary and revision arthroplasty surgeons. Deployed via online clinician engagement platform, the survey queried challenges of SSI in relation to IOWI, current IOWI practice, the role…
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Taxonomy
TopicsSurgical Sutures and Adhesives · Surgical site infection prevention · Wound Healing and Treatments
Introduction
Surgical site infections (SSIs), especially periprosthetic joint infections (PJIs), remain a significant challenge in total joint arthroplasty. [1,2] Patient risk factors and comorbidities for SSI’s, including high body mass index (>35 kg/m^2^), diabetes mellitus, smoking, and antimicrobial resistance, [[3], [4], [5], [6], [7]] among others, result in increased patient morbidity, prolonged hospital stays, and substantial health-care costs. [2,[8], [9], [10]]
Comprehensive prevention strategies encompass the entire perioperative process including preoperative, intraoperative, and postoperative interventions, with current guidelines and protocol development from academic and societal entities aiming to standardize evidence-based care and to decrease SSI rates globally. [[10], [11], [12]] The optimization of infection prevention protocols are especially critical given that the burden of revision arthroplasty is expected to increase in correlation to rising incidence of PJI. [13,14] This upward trend poses a significant clinical and economic challenge, as PJI is associated with increased patient mortality, possible limb amputation, poor functional outcomes, and substantial financial costs to the health-care ecosystem—with estimated annual hospital costs to be $1.85 billion by 2030 in the United States. [15,16] Ultimately, PJI may result in amputation, with a recent systematic review reporting rates of between 0.025% in primary total knee arthroplasty procedures and up to 5.1% in infected total knee arthroplasty revisions. [16] Several recent guidelines to prevent arthroplasty SSI’s highlight the role of intraoperative wound irrigation (IOWI) using antiseptics. [10,[17], [18], [19], [20], [21], [22]] Moreover IOWI has gained increasing attention for its role in reducing microbial contamination and biofilm formation. [[22], [23], [24], [25]] However, variations in irrigation practices, such as surgeon preference, irrigant formulations’ associated mechanism of action, and variations in implementation of IOWI makes comparing clinical outcome studies difficult. This raises concerns, especially as emerging research underscores the impact of biofilm on PJI [24,26] and the need for irrigation solutions that effectively balance antimicrobial efficacy with minimal cytotoxicity. [27] Furthermore, growing awareness of antimicrobial resistance and the need for antibiotic stewardship necessitates a reassessment of current SSI prevention strategies in relation to adjunctive local microbial management. [3,4,6,28]
Developing specific evidence-based recommendations on the proper implementation of IOWI solutions is anticipated to establish a standard of care. In order to develop recommendations, a baseline understanding of current surgeon practices and the ideal attributes of selecting an irrigation solution is necessary.
To the authors’ knowledge, surgeon variability and compliance to the variable recommendations for IOWI has not been evaluated. Due to the paucity of information related to real-world surgical use of IOWI, we aimed to capture the prevailing perceptions, common practice and knowledge gaps to inform future evidence-based recommendations to prevent SSI. We hypothesized that significant variability exists in both the use and perception of IOWI among orthopaedic surgeons, and the lack of standardized guidance contributes to inconsistent practices and outcomes in SSI prevention. To test these assumptions, the current study was designed with cross-sectional analysis of current practice trends and the adoption of such practices, by deploying a survey to high volume primary and revision arthroplasty surgeons across the United States. Specifically, the aims of the study were as follows: (1) define surgeons’ current perceptions of why SSIs occur and consequently their use of IOWIs in practice, (2) determine IOWI properties and function that surgeons consider as ideal, and (3) to identify surgeons’ perceptions for what future requirements would need to be met to successfully deploy guidelines for appropriate IOWI use.
Material and methods
Survey question development
A literature search was performed to inform survey question development. Three parallel searches were conducted in PubMed on September 18, 2024, with no limits or filters for search terminology ((Antimicrobial) AND (irrigation)) AND ("Surgical Site Infection")); OR (SSI)); AND (wound), ("Periprosthetic Joint Infection") AND (Biofilm), (Antimicrobial resistance) AND (Orthopedic surgery). Relevant articles were screened and reviewed, with a focus on applicability to orthopaedic surgery. From this review, 4 key sections were developed (current practice, intervention optimization, supporting research, and future research), comprising 46 data acquisition questions. These questions explored types of irrigation solutions used (saline or other) in the previous 2 years, the clinical rationale for selection in varying surgical procedures or stages, delivery method, solution volumes, and rinse steps. The questions also addressed biofilms as a clinical challenge and how this influenced clinician decision making on irrigation selection, and ideal properties of an irrigation solution, supported by both clinical and laboratory data. Survey questions were validated by in-depth discussion rationale, with 4 high-volume arthroplasty surgeons with experience comparable to the target respondent population. Following this process, the questions were edited for maximum data acquisition and implemented as the final survey questions (Supplementary Table 1).
Survey implementation
Final survey questions were administered via an online independent physician engagement platform with access to global health-care professionals network (SERMO Inc., New York). Orthopaedic surgeons located in the United States were invited to complete the survey based on the following inclusion criteria: (1) board-certified orthopaedic surgeon; (2) greater than 200 joint replacement procedures annually; (3) a practice of utilizing IOWI solutions (saline or other); and (4) and a reported SSI rate greater than zero. Respondents failing to meet these criteria or not completing the survey were excluded. Participating surgeons were blinded to company brands or funding support of the survey. Additionally, the mention of specific proprietary IOWI solutions were generically referred. Demographic information included regional practice location, orthopaedic surgical specialty, and number of years in practice.
Informed consent and ethical approvals
No informed consent or institutional review board approvals were required for this research.
Survey data acquisition and analysis
Anonymous survey responses were downloaded in aggregate from the platform and specific quantifiable percentage data for each question was analyzed and summarized. No patient data or information was requested or discussed; therefore, was not deemed necessary for institutional review board or ethics committee approval.
Results
A total of 175 orthopaedic surgeons participated in the survey. Of the participating surgeons, 112 met the criteria to complete the survey, a response rate of 64%. All respondents practiced medicine in the United States with country wide representation (Fig. 1 and Supplementary Table 2).Figure 1. Representative distribution map of surgeon respondents by location across the United States (n = 112).
When queried on primary arthroplasty infection rates, 69.6% (n = 78) of respondents self-reported rates of <1%, while the remaining 30.4% (n = 34) of respondents self-reported between 2-5% (Fig. 2a). These rates were observed to be higher in revision cases, with 18.8% (n = 21) of respondents reporting an SSI rate of <1% and the majority (69.6%, n = 78) stating that 2-5% of revision surgeries suffered an SSI (Fig. 2b).Figure 2. Self-reported SSI rate for (a) primary and (b) revision joint replacement (n = 112).
When analyzing the most common type of irrigation solution utilized during the sequential operative procedural steps (exposure, instrumentation, prosthesis implantation, cementless or cemented, and closure), the greatest proportion of surgeons reported antiseptic irrigation solution followed by a saline rinse across all phases and procedures (Fig. 3). The greatest proportion (52%) of IOWI was reported to occur at closure. Saline alone was the next most frequently used irrigation solution across all procedural steps but particularly during implantation. A greater proportion of surgeons (21%) used a no-rinse antiseptic during exposure and instrumentation phase vs other stages (12-13%). Fewer surgeons used antibiotic solutions at any stage during the procedure.Figure 3. Type of irrigation solution utilized by procedure type or stage (n = 112).
With regard to IOWI delivery method, the majority of respondents preferred pulse lavage across all surgical procedure phases (Fig. 4). Soaks, gravity flow, and bulb syringe were used relatively infrequently across all stages.Figure 4. Delivery method for intraoperative irrigation solutions by procedure stage (n = 112).
Nearly half of respondents reported use of large volumes (between 1000 mL to 3000 mL) of saline (Fig. 5). In comparison, lower quantities of antiseptic solutions were used, with more than 60% of respondents using 1000 mL or less of irrigant solution.Figure 5. Volume of irrigation solutions, segmented by the total volume of all irrigation solutions, routinely used by surgeons across all procedure phases during a primary joint replacement (n = 112).
In addition to saline, irrigation solutions used by surgeons within the previous 24 months were reported (Fig. 6). Chlorhexidine gluconate (CHG) solution was the most commonly used irrigant solution by respondents (70.5%), followed by povidone iodine (PVP-I) (65.2%) and acetic acid (28.6%). Other irrigation solutions containing citric acid, polyhexamethylene biguanide, hydrogen peroxide, sodium hypochlorite or hypochlorous acid made up the majority of the remaining solutions utilized.Figure 6. Most commonly used∗ irrigation solutions by generic ingredient (n = 112). AA, acetic acid; SC/CA, sodium citrate/citric acid; PHMB, polyhexamethylene biguanide; NaOCl, sodium hypochlorite; HOCl, hypochlorous acid. ∗Respondents were asked to list all irrigation solutions that they utilized within the past 24 months.
In evaluation, the ranking of key irrigant attributes of an ideal irrigation solution for primary- and noninfected revision-arthroplasty (Fig. 7a and b), respondents preferred prevention of microbial attachment as the main feature (22% and 21%). For infected cases (Fig. 7c), an irrigant solution possessing activity against mature biofilm was ranked to be of greater importance, in 26% of respondents. Rapid bactericidal activity was important across all surgery types (ranked number 2 in primary and infected procedures and number 3 in noninfected revisions). Broad spectrum antimicrobial activity was ranked in the top 5 of all procedure types but rated higher in primary (rank order 3) and noninfected revisions (rank 2) compared to infected revisions (ranked 4). Lack of cytotoxicity of an irrigation solution was noted in primary and noninfected cases (ranked 4, 16% and 13% respectively); however, was not ranked in top 5 for infected revision procedures. The ability of an irrigation solution to disrupt biofilms was reported as high ranking, particularly in infected cases, with 20% of surgeons rating this as the third most important feature. Additionally, 10% of respondents rated biofilm disruption as fifth priority for primary joint replacements. Residual antimicrobial activity received reduced priority for primary and noninfected procedures but did rank as the fifth most important attribute in infected cases.Figure 7. Priority ranking of the top 5 key attributes of an irrigation solution by (a) primary, (b) noninfected revision, and (c) infected revision (n = 112).
Agreement with evidence-based statements relating to the challenge of biofilms in the setting of an active PJI, use of irrigation solutions interventions, and in vitro expectations of the ideal irrigation solution, are shown in Figure 8, Figure 9, Figure 10, respectively.Figure 8. Respondent agreement with statements concerning the current challenges of biofilm in PJI (n = 112).Figure 9. Respondent agreement with statements concerning intraoperative wound irrigation interventions (n = 112).Figure 10. Respondent agreement with statements concerning in vitro expectations of intraoperative wound irrigation (n = 112).
The majority of surgeons agreed that antiseptic solutions have a role in reducing contaminants and bioburden to minimize SSI, with the majority of respondents (96%) acknowledging that antiseptic use can complement systemic antibiotic use in this regard. Strong agreement was reported in properties such as efficacy against broad spectrum organisms (92%); including antibiotic resistant strains (94%); the ability to disrupt biofilms structures (96%); and the ideal antiseptic irrigation solution balanced with minimal cytotoxicity (92%). Furthermore, 94% of respondents align that the irrigation solutions that demonstrate strong antimicrobial and antibiofilm activity in clinically relevant in vitro tests may be effective as part of an SSI prevention bundle.
Furthermore, the clinical challenges posed by biofilms in total joint arthroplasty such as diagnosis difficulties and tolerance to treatment, align accordingly to agreement that irrigation solutions should prevent biofilm formation, even after closure and that solutions with residual activity may support this requirement. Respondents also agreed (91%) that different irrigation protocols should be used for prevention of infection vs treatment of established infection and that the requirement for a strong safety profile was important (antiseptics should not harm osteoblast or osteocyte viability (97%) or impact implant materials (93%)).
Less agreement was reported with the statement that that biofilms can form rapidly within 24 hours on debris, implants, and wound tissue and on biofilm impact on osteoblast viability and differentiation (86%) and the limited immune response against this phenotype (88%). In addition, 16% of respondents disagreed with the statement that biofilms are the main cause of delayed-onset infections and recurrent infections postsurgery.
Slight contradictions were noted in regard to no-rinse solutions and residual antiseptic activity; 86% respondents stated that they would prefer an antiseptic irrigation solution that does not require additional wash-out steps to aid residual antimicrobial activity, although 93% agreed that “irrigation solutions that can prevent biofilm formation for up to 24 hours are important in practice” and that “an antiseptic solution with residual activity may prevent biofilm formation” (96%). Moreover, 83% of respondents noted the positive impact an irrigation solution with continued antimicrobial efficacy may have in the postoperative period. However, despite 96% of respondents agreeing that contamination can occur at closure, only 76% agreed that washing the out the antimicrobial irrigation solution would reduce the ongoing antimicrobial efficacy.
Discussion
The results of this United States survey present data from the clinical observations and identify perceptions, knowledge, and the practical experience of orthopaedic surgeons in addressing the prevention and management of SSI or PJIs. The data collected by this survey confirm the widespread use of intraoperative use of irrigation solutions during hip and knee arthroplasty surgery. These data also exhibit an agreement among the majority of respondents as to the core principles and rationale for performing IOWI, namely the removal of debris and contaminants, including microorganisms, from the wound in order to reduce the risk of developing an SSI.
Survey respondents report the use of various antiseptic irrigation solutions (54% to 65%) dependant on the stage of the procedure, with chlorhexidine and PVP-I–based irrigation solutions most frequently used (70.5% and 65.2% respectively). These results are in agreement with a similar survey of operative nurses and surgeons in Spain, that reported 41% using an antiseptic irrigation solution for wound irrigation. [29] Moreover, incorporating IOWI with antiseptic irrigation solutions has been shown across multiple clinical studies to assist in the reduction of developing SSIs. [19,20] Locally applied antiseptics can be used in much higher concentrations than systemic antibiotics, providing highly effective bactericidal properties to minimize contaminating bacteria. [25] A recent meta-analysis reported with a high level of certainty that IOWI with antiseptic irrigation solutions were associated with a significant reduction in SSIs when compared to no irrigation, even in clean-rated surgeries. [20] Similar findings were previously reported by the Cochrane group, with meta-analysis demonstrating there may be a lower incidence of SSI in patients treated with antibacterial irrigation compared to those treated with nonantibacterial irrigation. [19]
Generally, comparisons of SSI rates between different antiseptic irrigation solutions reported low consensus across studies on preferred agents. [19,30] This ambiguity, combined with surgeon preference and hospital protocols, provides explanation to the lack of clear evidence for specific agents and the wide range of various irrigation solutions reported to be used in this study. CHG and PVP-I–based solutions were reported to be the most frequently used by the respondents to this survey. For CHG especially, this is at odds with the limited clinical evidence supporting its use for IOWI, with the majority of clinical evidence supporting skin preparation only. [11] Furthermore, increasing concern for resistance and cross-resistance of antibiotics to CHG highlights the need for revisiting this current practice. [[31], [32], [33], [34]] Stronger randomized controlled trial level evidence does exist to support the choice of PVP-I solutions in IOWI, particularly in contaminated surgeries such as laparotomy procedures, [20,35] but its impact in cleaner wounds is less certain. [19,36] These perspectives highlight the need for further direct comparison clinical trials. Furthermore, the choice of solution may not align to the actual attributes deemed important across cases as reflected in some of the responses in this survey. For example, the most commonly used solutions reported in this data, CHG and PVP-I, both have rapid bactericidal activity (ranked number 2 or 3 in this survey) against planktonic organisms, [37] however, considering the top requirement across procedures to be effective against biofilms, data are mixed; both solutions have been shown to prevent biofilm formation in vitro, [38] although treatment of preformed biofilm is variable with CHG been shown to have some effect against biofilm phenotypes using an in vitro model of total joint infection, at high concentrations (2 and 4%) but lower concentrations aligned to less cytotoxicity (<1%) had minimal effect with significant regrowth of biofilm populations after 24 hours reincubation. [39] In contrast, PVP-I has shown good activity against staphylococcal biofilms in vitro across multiple surfaces including titanium and plastic. [37] However, use is cautioned over cytotoxicity concerns [40] (ranked number three in importance for primary procedures in this study) and systemic impacts on patients with thyroid conditions. [41]
Prioritization of key attributes that an irrigation solution should demonstrate depends on the issue presented to the surgeon. For example, a clean operative site in primary joint replacement has differing priorities compared to an infected wound in revision surgery, as reflected in this survey. Moreover, the support to reducing infection risk and optimizing recovery is of upmost importance. For these reasons, use of irrigation solutions that are noncytotoxic to tissue and bone cells is critical; [27,40,42] both PVP-I and hydrogen peroxide have been shown to reduce migration and proliferation of fibroblasts in vitro in a dose-dependent manner. [40] Chlorhexidine and bacitracin have demonstrated an impact on osteoblast morphology and proliferation in vitro. [42] This balance of risk-to-benefit consideration was apparent in responses, with respondents indicating that cytotoxicity was deemed less important when the contamination risk increased in revision and infected revision cases, presumably due to the increased priority to remove microorganisms.
Equally important, evidence has demonstrated that microbial presence and biofilm formation negatively affects osteoblast viability and function. In particular, Staphylococcus aureus biofilms are shown to reduce differentiation and viability [43] with recent studies highlighting dysregulation of progenitor cells in vitro and significant reduction to bone thickness in vivo. [44] Understanding of how biofilm can affect osteoblast viability and activity was less evident in this study, where relatively less agreement (86%) was reported for this statement. This may be a result of lack of point of care diagnostics that specifically differentiate biofilm infection from planktonic (acute) infection and thus, is not routinely monitored in infected or revision cases. [45] Furthermore, additional education, specifically regarding biofilms, may be beneficial to build understanding as to how different biofilm phenotypes require alternative management to traditional treatment of infections.
Many late onset and recurrent infections are biofilm associated. [24,26,45,46] Once established bacterial biofilms are a key source of PJIs and are often resistant to treatment by antibiotics alone. [24,47] For this reason, the prevention of biofilm in any surgical site is an important step to prevent a PJI. [24] Our study data clearly demonstrate surgeon opinion as to the general concept of preventing microbial attachment to implants and resultant biofilm formation as being the top priority in primary joint replacements, whereas disruption of biofilm becomes increasingly important in revision cases.
Rapid antimicrobial activity is important to minimize risk of developing resistance and to effectively kill antibiotic resistant organisms. [48] Respondents in this survey agreed with this parameter and furthermore supported the role of antiseptics to complement systemic antibiotic use to minimize SSI; thus, supporting antimicrobial stewardship, something long advocated in the infectious disease community. [25,49] An effective and rapid bacterial kill rate with irrigation solutions was deemed important across both primary and revision procedures by the respondents in this study. While there is no clear evidence on the ideal soak or lavage irrigation duration, many opinions promote a duration of up to 3 minutes. [50] To balance effectiveness vs potential cytotoxicity in solutions that require a rinse step, it is critical that antimicrobial activity is imparted within the selected duration to have a meaningful impact on reducing contamination. Additionally, evaluating irrigations solutions under clinically relevant conditions is crucial, as recent research indicates that some antiseptic cleansers exhibit limited efficacy with brief dwell times. [51]
Despite agreed challenges of contamination during the closure step, a lower agreement was observed in this survey regarding rinse steps following the use of antiseptic irrigation solutions. Theoretically, solutions that require no saline rinse after use may practically reduce operation duration combined with providing ongoing antimicrobial activity in the operative site helping to reduce microbial contamination if it occurs. Such residual activity was not high priority in primary or noninfected procedures based on the results of this survey; however, was more important (ranked number 5) in infected cases. These results highlight an area for further guidance to bridge this knowledge gap linking to areas such as prevention of microbial attachment and antimicrobial contact times.
This survey has several limitations. As the survey was limited to respondents practicing in the United States, generalizability of these findings may be limited internationally. Also, antiseptic agents and practice patterns may differ outside the United States and so responses may be biased. Further, the digital circulation of the survey to surgeons limited the ability to verify number of procedures performed annually. In addition, there may be bias toward surgeons who are more likely to respond to surveys and so it may not reflect the practice patterns of surgeons who are not academically inclined to have interest in this area.
Overall, the results of this survey are in alignment with the current evidence supporting IOWI using antiseptic irrigation solutions. Given the shortage of comparative evidence identifying an ideal antiseptic agent, expert opinion and experience must be relied on to guide best practice. Further comparative clinical studies should be performed using solutions that show promising outcomes in preclinical testing to aid differentiation between agents. Moreover, the development of evidence-based consensus and expert guidance would support enhanced consistency of use in practice, improve quality of care delivery, and help optimize IOWI use.
Conclusions
This survey of practicing of high-volume, United States–based, adult reconstruction orthopaedic surgeons highlight the perception that IOWI is an important part of routine SSI reduction measures. In addition, the results suggest variation in practice patterns, with preference on different solutions used. The most important attributes of an ideal irrigation solution were dependent on type of surgical procedure with prevention of biofilm formation and rapid speed of kill ranked highest in primary procedures, whereas ability to disrupt and kill biofilms was much more imperative in infected cases. This survey study highlights that the types of antiseptic solutions used do not necessarily match the key attributes sought in an ideal antiseptic irrigation solution. These findings suggest the necessity for wider education and standardized practice guidance, which may address key surgical challenges and, ultimately, enable improved consistency in practice.
Funding
This work was sponsored by Sanara MedTech Inc. Fort Worth, Texas.
Conflicts of interest
Emma Woodmansey is a paid consultant for Sanara MedTech Inc and Accel Heal and owns stock or stock options in Smith &Nephew.
Frank Buttacavoli is on the speakers' bureau or receives paid presentations for and is a paid consultant for Zimmer Biomet, Sanara MedTech, Solventum, Heraus, and Medtronic and is a board member or attends committee appointments for the AAOS Hip Knee Evaluation Committee.
Aldo Riesgo is a paid consultant for Zimmer Biomet, Stryker, and Sanara MedTech; receives research support as a principal investigator from Cleu Diagnostics Inc.
Christopher Bibbo is on the speakers' bureau or receives paid presentations for and is a paid consultant for Sanara MedTech.
Nicholas Tedesco is on the speakers' bureau or receives paid presentations for Sanara MedTech; owns stock or stock options in ROMTech and Doctorpedia; and is a deputy editor at the oncology section for JAOAO; is a president at the MORI Board, MSTS Committee Chair, and is a member of the AAOS EAEC Committee.
David Rodriguez receives royalties and research support from Zimmer Biomet and is a paid consultant for Zimmer Biomet and Sanara MedTech.
Eric Lebby is a paid consultant for Sanara MedTech.
Jonathan R. Danoff is a paid consultant for Stryker, Surgical Specialties, and Sanara MedTech; serves as an editor for Arthroplasty Today; and is a board member or attends committee appointments for AAHKS.
Alberto V. Carli is a paid consultant for Hereaus Medical, Zimmer Biomet, and Sanara MedTech.
For full disclosure statements refer to https://doi.org/10.1016/j.artd.2025.101923.
CRediT authorship contribution statement
Emma Woodmansey: Writing – review & editing, Writing – original draft, Visualization, Validation, Project administration, Methodology, Funding acquisition, Formal analysis, Data curation, Conceptualization. Frank A. Buttacavoli: Writing – review & editing, Validation. Aldo Riesgo: Writing – review & editing, Validation. Christopher Bibbo: Writing – review & editing, Validation. Nicholas Tedesco: Writing – review & editing, Validation. David Rodriguez: Writing – review & editing, Validation. Eric Lebby: Writing – review & editing, Visualization. Jonathan R. Danoff: Writing – review & editing, Visualization, Validation, Supervision. Alberto V. Carli: Writing – review & editing, Visualization, Validation, Supervision.
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