Abstract
Background
The objective of the present study was to describe the knowledge regarding the antibiotic therapy of students of three medical schools in Medellín, Colombia.
Methods
The study population comprised medical students who were enrolled in three universities. The instrument contained questions regarding their current academic term, the university, the perceived quality of the education received on antibiotic therapy and bacterial resistance, and specific questions on upper respiratory tract infections, pneumonia, urinary tract infections, and skin and soft tissue infections. The information was analyzed by calculating frequencies and measures of dispersion and central tendency. Knowledge regarding the treatment for each type of infection was compared using the Mann–Whitney U test and the Kruskal–Wallis H test.
Results
We included 536 medical students, of which 43.5% students consider that the university has not sufficiently trained them to interpret antibiograms and 29.6% students consider that the quality of information received on the subject at their university ranges from regular to poor. The mean score for knowledge regarding antibiotic therapy for upper respiratory tract infections was 44.2 (9.9) on a scale from 0 to 100. The median score with regard to the treatment of pneumonia was 52.9 (14.7), that of urinary tract infection was 58.7 (14.8), and that of skin and soft tissue infections was 63.1 (19.4). The knowledge regarding antibiotic therapy for upper respiratory tract infections, pneumonia, and urinary tract infection does not improve with the academic term, the university, or perceived quality of the education received.
Conclusion
A large proportion of medical students perceive that the training received from the university is insufficient with regard to antibiotic use and bacterial resistance, which is consistent with the limited knowledge reflected in the selection of antibiotic treatment for respiratory, urinary tract, and skin and soft tissue infections. Overall, the situation was identical among all universities, and it did not significantly increase with the completion of an academic term.
Keywords: Antibiotic resistance, Education medical, Prescription drug misuse
Background
Antibiotics are fundamental drugs in modern medicine because they have significantly decreased mortality due to infectious diseases and improved survival as well as have been essential in preventing or treating infections that can occur in patients who are receiving chemotherapy treatments, who have chronic diseases, or who have undergone complex surgeries such as organ transplants, joint replacements, or cardiac surgery [1, 2].
The antibiotic resistance crisis has been attributed to several aspects, among which special attention should be paid to the overuse and misuse of these medications; these aspects have led to an antibiotic resistance crisis and to a serious issue of public health that constitutes a threat to all advances achieved by modern medicine. Infections by resistant bacteria do not respond to standard antibiotic treatment and result in an increased number of morbidity and mortality cases and excess healthcare cost. The easy dissemination of these bacteria between countries, due to international travel, compromises global public health [3, 4].
It is estimated that resistant bacteria cause approximately 25,000 deaths in Europe and at least 2 million infections in the United States annually. There are few reliable estimates for developing countries. However, there may be a greater impact of antimicrobial resistance owing to the increase in infectious diseases and restricted access to new antibiotics [5]. Moreover, the emergence of new resistance mechanisms that complicate the treatment of common infectious diseases, such as pneumonia, tuberculosis, and septicemia, or sexually transmitted diseases, such as gonorrhea, is common [3].
However, several doctors believe that bacterial resistance is a rare issue in daily clinical practice. In addition, they misrepresent the evidence that links inappropriate antibiotic prescriptions with bacterial resistance, thereby leading to more serious consequences for their patients, such as longer hospital stay, more invasive treatments, or death [6]. One of the consequences of considering the issue as not very serious or of little relevance for routine clinical practice is the lack of interest in prudently using antibiotics. For instance, regarding the aforementioned aspect, one study revealed that 23% of antibiotic prescriptions in the United States are inaccurate [7]. In Saudi Arabia, > 46% of prescriptions are written for clinical conditions for which antibiotics are not indicated [8], and in Colombia, a study revealed that between 29.2 and 67.4% of the doctors surveyed have incorrect knowledge regarding antibiotic prescription [9].
In this context, the World Health Organization (WHO) advocates to implement strategies that allow the next generation of doctors to be better prepared to appropriately use antibiotics and combat bacterial resistance. Consistent with the abovementioned, the aim of the present study was to describe the knowledge regarding antibiotic therapy of students of three medical schools in Medellín, Colombia. The evaluation of this aspect will facilitate understanding the level of knowledge of these students and guiding future interventions.
Methods
Type of study: cross-sectional descriptive
Subjects of study and sample: the study population comprised medical students who were enrolled in 2018 in three universities in the city of Medellin.
The sample size was calculated based on a reference population of 3324 medical students in the three universities, an expected deviation of 12 points on the scale that assesses the knowledge regarding antibiotic use for each type of infection, a confidence level of 95%, sampling error of 1%, and sampling correction of 10%.
The sampling unit was the university and the selection of the participants was performed at convenience, considering the inclusion of students of all semesters visiting all the classrooms and inviting all those who willingly wanted to participate. The inclusion criteria were defined as being a medical student from one of the three universities included in the study of any sex and age. Students who rejected voluntary participation in the study, who demanded remuneration, and participants who had not completed > 10% (14 items) of the questions of the survey were excluded.
Information-gathering instrument: An instrument designed by an infectious disease physician, a doctor in molecular epidemiology with experience in bacterial resistance research, and a microbiologist with a master’s degree in education was used to collect information. The questionnaire was developed and administered in Spanish to the students. The instrument was divided into five sections: The first section contained questions regarding their current academic term (Semester 1 to 5: Basic, Semester 6 to 10: Clinics, and Semester 11 to 12: Internship), the university, and the perceived quality of the education received on antibiotic use and bacterial resistance. The other sections include specific questions on upper respiratory tract infections (8 questions), pneumonia (4 questions), urinary tract infections (7 questions), and skin and soft tissue infections (3 questions). To ensure that the score obtained in each section is comparable, summations of the result obtained in each of them were calculated and the four scores were generated, which were scored between 0 (worst) and 100 (best) using the following formula:
Procedure
For the collection of information, educational institutions were contacted, and the project was presented to the students who voluntarily participated in the study and completed an anonymous survey. Interviewer, instrument, and respondent biases were controlled during the collection of information. The interviewer conducted a training that included a protocol with operational definitions of the variables and guidelines on the fieldwork. A pilot test and validity of appearance was applied to the instrument. Respondents were guaranteed confidentiality and anonymity.
Analysis of the information
The information was analyzed by calculating absolute and relative frequencies for the qualitative variables and measuring position, dispersion, and central tendency for the quantitative variables. Knowledge about the treatment of each type of infection, according to the perceived quality of education received, was compared using the Mann–Whitney U test and the Kruskal–Wallis H test, after verifying the non-fulfillment of the assumption of normality evaluated using the Kolmogorov–Smirnov test with Lilliefors correction. Three conditions were used to evaluate the potential confounding factors: i) the factor was not an intermediate step in the causal event horizon; ii) the variable might reveal an association with the study group or illness; and iii) the variable might reveal an association with one type of infection. Therefore, the quantification of confounding factors was performed using multiple linear regression models. All analyses were performed in SPSS Version 25.0, and p-values of < 0.05 were considered significant.
Ethical aspects
The study was approved by the ethics committee of Universidad Cooperativa de Colombia according to item number 023–2018, through record N0.001.
Results
We included 536 medical students, mostly women (60.4%), aged 16–49 years, from the first semester through internship. When enquired regarding the perceived quality of the education received on antibiotic use and bacterial resistance, 43.5% of the medical students considered that the university has not sufficiently trained them to interpret antibiograms. Furthermore, 46% of the students considered that they received insufficient training with regard to switching from intravenous (IV) to oral antibiotics, and 21.4% of the students considered themselves inadequately trained to find reliable sources of information. Typically, 29.6% of the students considered that the quality of information received on the subject at their university ranged from regular to poor (Table 1).
Table 1.
Number | Percent | ||
---|---|---|---|
Academic term | Basic | 218 | 40.7 |
Clinical areas | 152 | 28.4 | |
Internship | 166 | 31.0 | |
University | U1 | 215 | 40.0 |
U2 | 170 | 31.6 | |
U3 | 153 | 28.4 | |
The university adequately prepares you to… | … know when to initiate antibiotic treatment | 473 | 89.9 |
… select the antibiotics for each infection | 423 | 80.4 | |
… understand the basic resistance mechanisms | 440 | 83.7 | |
… interpret antibiograms | 296 | 56.5 | |
… find reliable sources of information | 412 | 78.6 | |
… switch from IV to oral antibiotics | 282 | 54.0 | |
Evaluation of information received on the subject | Not received | 32 | 6.0 |
Average/Poor | 157 | 29.6 | |
Good | 258 | 48.7 | |
Excellent | 83 | 15.7 | |
Has experience in research or education regarding antibiotic and/or bacterial resistance | 296 | 55.0 |
Basic: Includes students from the first to fifth semesters
Clinical areas: Includes students from the sixth to tenth semesters
Internship: Includes students from the eleventh and twelfth semesters
For confidentiality, the three universities included were coded as U1, U2, and U3
IV: Intravenous
Upper respiratory tract infections
Regarding antibiotic use for the treatment of upper respiratory tract infections, 46.3% (n = 242) of the medical students considered that each case of otitis media in children should be treated with antibiotics and 29.1% (n = 150) of the students stated that the treatment of choice for these infections should be azithromycin (Fig. 1). The mean (SD) score for knowledge regarding antibiotic therapy for these type of infections was 44.2 (9.9) on a scale from 0 to 100 (Table 2), and bivariate analysis showed that the knowledge does not improve with the academic term, university, or perceived quality of the education received (Table 3).
Table 2.
Mean (SD) | Me (IQR) | Minimum | Maximum | |
---|---|---|---|---|
Treatment for upper respiratory tract infections | 44.2 (9.9) | 42.9 (39.3–50.0) | 14.3 | 71.4 |
Treatment for pneumonia | 52.9 (14.7) | 50.0 (41.7–66.7) | 0.0 | 91.7 |
Treatment for urinary tract infections | 58.7 (14.8) | 61.9 (52.4–66.7) | 9.5 | 95.2 |
Treatment for skin and soft tissue infections | 63.1 (19.4) | 66.7 (55.6–77.8) | 0.0 | 100.0 |
SD Standard deviation
Me Median
IQR Interquartile range
Table 3.
Upper respiratory infection Me (IQR) |
Pneumonia Me (IQR) |
UTI Me (IQR) |
Skin and soft tissue infection Me (IQR) |
||
---|---|---|---|---|---|
Academic term | Basic | 46.4 (35.7–50.0) | 50.0 (41.7–58.3) | 57.1 (42.9–66.7) | 55.6 (44.4–77.8) |
Clinical areas | 42.9 (35.7–50.0) | 50.0 (41.7–66.7) | 61.9 (52.4–71.4) | 66.7 (44.4–77.8) | |
Internship | 46.4 (39.3–53.6) | 50.0 (50.0–66.7) | 61.9 (52.4–71.4) | 66.7 (55.6–77.8) | |
P value | 0.549 | 0.051 | 0.001** | 0.002** | |
University | U1 | 42.9 (35.7–50.0) | 50.0 (41.7–58.3) | 57.1 (42.9–66.7) | 55.6 (44.4–77.8) |
U2 | 42.9 (35.7–50.0) | 50.0 (50.0–66.7) | 61.9 (52.4–66.7) | 66.7 (55.6–77.8) | |
U3 | 46.4 (39.3–53.6) | 50.0 (50.0–66.7) | 61.9 (52.4–71.4) | 66.7 (44.4–77.8) | |
P value | 0.115 | 0.100 | 0.000** | 0.002** | |
Knowing when to initiate antibiotic treatment | No | 46.4 (39.3–50.0) | 58.3 (50.0–66.7) | 61.9 (52.4–71.4) | 55.6 (44.4–77.8) |
Yes | 42.9 (35.7–50.0) | 50.0 (41.7–66.7) | 61.9 (52.4–66.7) | 66.7 (55.6–77.8) | |
P value | 0.535 | 0.323 | 0.481 | 0.109 | |
Selecting the antibiotics for each infection | No | 46.4 (39.3–50.0) | 50.0 (41.7–66.7) | 61.9 (52.4–71.4) | 55.6 (44.4–77.8) |
Yes– | 42.9 (35.7–50.0) | 50.0 (41.7–66.7) | 61.9 (52.4–66.7) | 66.7 (55.6–77.8) | |
P value | 0.574 | 0.456 | 0.693 | 0.234 | |
Understanding the basic resistance mechanisms | No | 46.4 (39.4–53.6) | 58.3 (50.0–66.7) | 61.9 (57.1–71.4) | 55.6 (44.4–77.8) |
Yes | 42.9 (35.7–50.0) | 50.0 (41.7–66.7) | 57.1 (47.6–66.7) | 66.7 (55.6–77.8) | |
P value | 0.107 | 0.028* | 0.041* | 0.804 | |
Interpreting antibiograms | No | 46.4 (39.3–50.0) | 50.0 (41.7–66.7) | 61.9 (52.4–71.4) | 66.7 (55.6–77.8) |
Yes | 42.9 (35.7–53.6) | 50.0 (41.7–58.3) | 57.1 (47.6–66.7) | 55.6 (44.4–77.8) | |
P value | 0.909 | 0.107 | 0.055 | 0.002** | |
Finding reliable sources of information | No | 46.4 (39.3–50.0) | 50.0 (41.7–66.7) | 61.9 (52.4–66.7) | 55.6 (44.4–77.8) |
Yes | 42.9 (39.3–50.0) | 50.0 (41.7–66.7) | 61.9 (47.6–66.7) | 66.7 (44.4–77.8) | |
P value | 0.384 | 0.515 | 0.393 | 0.691 | |
Switching from IV to oral antibiotics | No | 42.9 (39.3–50.0) | 50.0 (50.0–66.7) | 61.9 (52.4–71.4) | 66.7 (44.4–77.8) |
Yes | 42.9 (35.7–50.0) | 50.0 (41.7–58.3) | 57.1 (47.6–66.7) | 55.6 (44.4–77.8) | |
P value | 0.329 | 0.131 | 0.002** | 0.664 | |
Research or education | No | 46.4 (39.3–53.6) | 50.0 (41.7–66.7) | 61.9 (52.4–66.7) | 66.7 (55.6–77.8) |
Yes | 42.9 (35.7–50.0) | 50.0 (41.7–66.7) | 57.1 (47.6–66.7) | 66.7 (44.4–77.8) | |
P value | 0.400 | 0.697 | 0.259 | 0.869 |
Basic: Includes students from the first to fifth semesters
Clinical areas: Includes students from the sixth to tenth semesters
Internship: Includes students from the eleventh and twelfth semesters
For confidentiality, the three universities included were coded as U1, U2, and U3.
IV Intravenous
UTI Urinary tract infection
Me Median
IQR Interquartile range
* P value < 0.05, ** P value < 0.01
Pneumonia
In the treatment of pneumonia, 68.5% (n = 351) of the students stated that all patients with acute pneumonia should receive antibiotics, whereas 74.8% (n = 377) of the students indicated that they must be prescribed in case of pneumonia due to Mycoplasma spp., (Fig. 2). The median score for these types of infections was 52.9 (14.7) (Table 2), and the knowledge does not improve with the academic term, university, or perceived quality of the education received (Table 3).
Urinary tract infections
Regarding urinary tract infections (UTIs), 42.8% (n = 216) of the medical students stated that every asymptomatic bacteriuria in women with diabetes should be treated. Moreover, they stated that the follow-up urine culture in patients undergoing treatment for UTI should be performed after the completion of the antimicrobial therapy, and 55.8% (n = 281) and 26% (n = 130) of the students stated that the first choice of treatment for UTI should be ampicillin/sulbactam (Fig. 3). The mean score for this index was 58.7 (14.8) (Table 2), and knowledge slightly improves with the academic term and university (Table 3). In the multivariable analysis, only the university and switching from IV to oral antibiotics showed an association with Knowledge regarding antibiotic use.
Skin and soft tissue infections
In reference to skin and soft tissue infections, 25.2% (n = 126) of the students reported that all skin and soft tissue infections requiring hospital management should receive vancomycin, and 55.4% (n = 276) of the students stated that in necrotizing skin infections, treatment should be vancomycin in combination with linezolid (Fig. 4). The score for this index was the highest among all the ones evaluated at 63.1 (19.4) (Table 2), and it significantly improves with the academic term and university (Table 3). In the multivariable analysis, only the academic term showed an association.
Discussion
The present study revealed that medical students exhibit poor knowledge regarding antibiotic use, with the scores between 44.2 (9.9) and 63.1 (19.4) points. Typically, students perceive that training received from the university regarding the topic is insufficient. In this regard, it is important to remember that the WHO has highlighted the importance of improving the training of undergraduate students with regard to antibiotic use as one of the main strategies to preserve their effectiveness of antibiotics [10]. However, the results of the present study, along with those reported for students from the United States [11], Spain [12], and seven other European countries [13] reflect that education regarding this topic remains inadequate.
The interpretation of antibiograms was highlighted among the topics in which the students considered that they received insufficient training by the university, with 43.5% of the students stating this. This finding is similar to that of an investigation conducted in students in China, where the frequency of dissatisfaction with the education received to interpret antibiograms was 71.7% [14]. The interpretation of antibiograms is a fundamental competence for trainee doctors because it guides the detection of the new resistance mechanisms, knowledge of the epidemiology in a defined geographical area, and choice of antimicrobial treatment. However, the interpretation of an antibiogram is a complex exercise that involves appropriate knowledge, for instance, the knowledge that there are antibiotics that are only slightly affected by the resistance mechanisms and hence are reported as sensitive in inhibitory tests in cases when they are resistant is crucial. A classic example is the false sensitivity of Salmonella spp. to ciprofloxacin and levofloxacin, despite these isolates being resistant to nalidixic acid. Similarly, the knowledge regarding the false sensitivity of Staphylococcus aureus to amikacin and tobramycin, when the organism is resistant to gentamicin, is important [15]. Failure to recognize these characteristics has an impact in the choice of therapy—it leads to therapeutic failure, omits the reporting of new resistance mechanisms and increases costs owing to the requirement of specialized diagnostic tests. Therefore, teaching in this field constitutes a challenge for the city medical schools. Nevertheless, it is necessary to complement these actions by encouraging their mission as promoters of health education, particularly to ensure that patients follow medical recommendations and adhere to therapies.
With regard to knowledge about the treatment of specific infections, it was found to be low for respiratory tract infections due to a tendency toward the indiscriminate azithromycin use, otitis treatment selection in children, and antibiotic use in cases of acute pneumonia. This finding is consistent with previous studies conducted in practicing physicians that found that 45–64.2% [16] of antibiotic prescriptions for patients with respiratory tract infections are inadequate [17]. Particularly, in medical students, it has been observed that 18.1% considered that antibiotics are useful for the treatment of viral respiratory tract infections [18]. These findings demonstrate that it is crucial to improve the knowledge of the treatment of respiratory tract infections in trainee physicians, because these infections are among the 10 main causes of morbidity and mortality in the general population and among the first 3 causes in the pediatric population [19]; moreover, cases of pneumonia are the leading cause of death due to infectious diseases [20]. A lack of improvement of the knowledge contains two implications. On the one hand, antibiotic prescriptions for cases in which they are not indicated contribute to the selection pressure for resistant microorganisms. On the other hand, appropriate treatment is delayed, contributing to morbidity and mortality.
With regard to UTIs, the mean score for this ratio was 58.7 (14.8) points, with a high proportion of students stating that all asymptomatic urinary infections in women with diabetes must be treated and that the first choice of treating a UTI must be ampicillin/sulbactam. This finding is consistent with that of another investigation conducted in which 47.3% of the students do not identify the appropriate UTI therapy [14]. In addition to errors pertaining to the appropriate therapy, research conducted on practicing physicians found that only 41% of antibiotic prescriptions for these types of infections are written according to the recommended dosing, interval, and duration [21]. It has been described that in up to 96% of cases, antibiotics that are not indicated for UTIs in pregnant women are being prescribed [22]. Errors in antibiotic prescriptions for these types of infections is a crucial issue, considering that UTIs are one of the most common causes of doctor visits at the primary care level, affecting approximately 150 million individuals annually worldwide [23]. In the United States, these cases are the cause for 0.7% of all outpatient visits. It is estimated that annually, 7 million women seek medical care due to UTIs [24], and 15% of all antibiotics prescribed in outpatient clinics are directed toward treating these infections [25]. Furthermore, in the case of pregnant women, these medicines can present deleterious effects on the fetus [22].
The knowledge regarding the treatment of skin and soft tissue infections showed a mean score of 63.1 (19.4), with a tendency for vancomycin use in nosocomial cases and in necrotizing infections. The frequencies of these infections have presented a dramatic increase between 2000 and 2004, with values reaching 29% of total hospitalization cases. Moreover, they are attributed for 6.3 million visits to the doctor annually. An important proportion of this frequency is linked to the appearance of community acquired infections by methicillin-resistant S. aureus (MRSA) [26]. With the appearance of MRSA, vancomycin use has become popular, which could explain the students’ tendency to prescribe this antibiotic. However, the use and abuse of this drug has led to cases of vancomycin-resistant S. aureus. Although resistance to vancomycin is less critical than predicted because the strains identified are not pan-resistant and are susceptible to commonly used antibiotics, such as trimethoprim–sulfamethoxazole or linezolid, it is of utmost importance to insist on the prudent use of these antimicrobials at their early stages of formation [27].
Interventions directed to the improvement of antibiotic use have traditionally been focused on clinicians and pharmacists [28, 29] or have been restricted to evaluating the effects of programs to control infections associated with healthcare [30]. Among medical students, interventions are inadequate, despite the potential to exert substantial effects in them because they have not yet developed erroneous prescription habits [31]. Some interventions of this kind can be found at universities in the United States [11, 32, 33]. One of the main measures that can be undertaken to improve the knowledge and ability for the appropriate medication use among medical students is the personal drug selection method. This method, suggested by the WHO [34] has successfully been applied in different countries such as Nepal [35] and Japan [36]. Similarly, Silverberg et al. [37] conducted a review of recent literature in which they identified 48 articles, distributed worldwide, with different teaching methodologies on antibiotic administration in undergraduate and postgraduate medical education, and although that study showed that medical schools worldwide are implementing interventions on this topic, a rigorous evaluation of interventions is required to determine if such efforts have indeed been effective. Such interventions and evaluation could provide a basis on which to focus micro- and macro-curricular academic changes for local universities.
The possible limitations to this study include failure to consider the study plans of medical schools regarding antibiotic use and bacterial resistance. The information gathered was based on self-reporting questionnaire, and because three of the six universities in the city were included, external validity was compromised.
Conclusion
Despite the abovementioned limitations, the study provides a conclusion that a large proportion of medical students perceive that the training received from the university is insufficient with regard to antibiotic use and bacterial resistance, which is consistent with the limited knowledge reflected in the selection of antibiotic treatment for respiratory, urinary tract, and skin and soft tissue infections. Overall, the situation is identical among all universities, and it did not significantly increase with the completion of an academic term. Considering this situation, although it is crucial to act in different sectors, it is evident that education with regard to adequate antibiotic prescription as well as infection control and prevention is the basis for solving the issue.
Acknowledgements
Universidad Cooperativa de Colombia, Universidad de Antioquia, and Universidad Pontificia Bolivariana.
Abbreviations
- IV
Intravenous
- U
University
- UTI
Urinary tract infections
Authors’ contributions
LFH contributed to the design and conduct of the study, collection, and analysis of the data and preparation of the manuscript; VMG, JMA, and LG contributed to the collection and analysis of data and preparation of manuscript; GER participated in the design of the study and critically reviewed the manuscript; JNJ contributed to the design and conduct of the study and preparation of manuscript. All authors read and approved the final manuscript.
Funding
Resources in kind were obtained from Universidad Cooperativa de Colombia. The funding body had no role in study design, data collection, analysis, interpretation, manuscript writing, or the decision to submit the manuscript for publication.
Availability of data and materials
The datasets analysed during the current study are available from the corresponding author on reasonable request.
Ethics approval and consent to participate
The project has the approval of the ethics committee of Universidad Cooperativa de Colombia according to approval number 023–2018, through record N0.001. The principles of the Declaration of Helsinki were applied. Verbal informed consent was obtained. Students consented to the use of the information for investigative purposes, and the analyses were based on data that do not contain information that could lead to the identification of the student. In Colombia, the scientific, technical, and administrative standards for health research are found in the Resolution 8430 of 1993. In it, research is classified as research without risk, with minimal risk, and with risk greater than the minimum. In Article 11 of that resolution, the research we conducted is classified as a risk-free investigation because the study used documentary research techniques and methods, with no intervention or intentional modification of the biological, physiological, psychological, or social variables of the individuals participating in the study. In Article 16, first paragraph of the same resolution, it is stated that in investigations without risk, the investigator can be dispensed from obtaining written informed consent.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets analysed during the current study are available from the corresponding author on reasonable request.