Edited by: Jesús A. Rivas, New Mexico Highlands University, United States
Reviewed by: Heather M. Hill, St. Mary’s University, United States
Kelly S. Bricker, Arizona State University, United States
Rebecca Winkler, University of Pennsylvania, United States
*Correspondence: Jennah Green,
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Asian elephants (
香京julia种子在线播放
The Asian elephant (
Asian elephants have been depicted working for humans since 2000 BC (
In 2015 there was an estimated 2,923 captive elephants used for tourist purposes across Asia, the majority of which were in Thailand (
Despite a long history of being maintained in captivity, Asian elephants in human care are not domesticated – wherein domestication is defined as a long-term biological process that requires the maintenance of wild animals in captivity for many generations and causes significant, permanent changes in the behavior, physical attributes and genetics of the captive held species (
Previous studies have highlighted there is significant cause for concern for the welfare of elephants at tourism venues (
In conjunction with these ongoing welfare concerns, the Covid-19 pandemic presented its own unique set of unforeseen challenges. With tourism at a stand-still the maintenance of thousands of elephants was jeopardized, showcasing the vulnerability and dependency of captive elephants reliant on tourism and highlighting the paradoxical dilemma faced by the industry: the need to sustain income to care for captive elephants, while perpetuating the principal cause for the need to resource care in the first place.
There have been significant changes in captive elephant management (particularly in Thailand) over the past 15 years, including less reliance on extensive chaining, decreasing use of saddles for riding, an increase in observation-only activities, and less reliance on hooks to train and control elephants (
It is not only the welfare of the elephants at tourist venues that is cause for concern, but the potential negative impact of the industry on the conservation of these species in the wild (
Although the international trade of elephants for commerce has been illegal for decades (
The elephant tourism industry has become a topic of intense debate among tourists, scientists, animal welfare groups and stakeholders on a global level (
This study presents data from the longest and most comprehensive assessment of welfare conditions for Asian elephants in tourism, to date. From November 2014 – May 2016, and again from January 2019 to January 2020, the authors evaluated 3,837 elephants at 357 venues across India, Laos, Cambodia, Nepal, Sri Lanka and Malaysia, concluding a longitudinal study monitoring welfare conditions for tourism elephants in Thailand over a 10-year period and across the other countries over 5 years. Here we define trends and quantify concerns in the captive elephant tourism industry with data comprised from assessments of as close as possible to 100% of the existing captive elephant tourism venues. The assessments included facilities offering any tourism experiences with captive elephants, such as elephant riding, performances, caretaking, feeding or observation. We provide a novel perspective on the elephant tourism industry in Asia drawing on data with a wide scope and scale.
Captive elephant tourism venues across Thailand, India, Laos, Cambodia, Nepal, Sri Lanka and Malaysia, were visited by researchers between 2014–2016 and again between 2019 - 2020. Previously published results from the same assessment conducted between 2009–2010 in Thailand will be used in the discussion part of this study for longitudinal trend analysis in comparison with the more recent data of the last two data collection periods (
Venues were identified through a review of internet adverts, guidebooks, tourism leaflets, conversations with travel agents at kiosks in each local area, and physical scouting of popular tourism destinations known to have elephant attractions. The GPS locations of venues visited in earlier assessment rounds were also used as reference points for subsequent visits. The assessment focused on elephants in venues destined for tourism; it does not reflect the entire captive elephant population (for example, elephants kept in zoos, circuses, sanctuaries, or logging camps).
Researchers visited venues as tourists and recorded observational data in a pre-established data sheet (Appendix 1). Venues were not made aware of these visits beforehand to ensure documenting actual conditions. A total of 10 researchers conducted venue visits across the study period. Prior to visiting venues, researchers received training to ensure consistent data collection and scoring across all individuals. Each researcher also conducted several test assessments using virtual models of 10 fictional elephant venues, and inter-observer reliability was validated using Crombach Alpha test (α=0.79).
During the 2014–2016 field work, a total of 230 elephant tourism venues were identified across the countries included in the study, and 220 venues were visited in person by a researcher at least once for data collection. During the second round of field work from 2019-2020, a total of 367 elephant tourism venues were identified across the countries included in the study. Of these, 357 were visited in person by a researcher at least once for data collection. For the remaining venues, visits were not possible due to either logistical challenges or lacking invitations where such an invitation was required. To maximize robustness and consistency, all data points presented in this manuscript are based on the visited venues only.
Information was collected via direct observations and through conversations with venue staff. Photographs and videos were captured to document observations. Environmental noise data was measured within 10m to the resting place of elephants, using the app ‘Sound Meter’ by Smart Tools in version 1.7.18. Behavior, such as stereotypies, was observed over at least five minutes and from at least 10 meters away to mitigate stress caused to the animals. Stereotypic behavior is defined as repetitive behavior that serves no specific purpose, such as pacing back and forth on the same path, swaying sideways, or head bobbing. The type of social interaction was distinguished between elephants being able to directly interact with 1 or with >1 elephants freely (not under restraint), elephants being able to interact directly with other elephants under restraint, and elephants being able to interact only through visual or auditory communication over a distance. Data was initially recorded manually on physical data sheets and subsequently transferred to digital format using Survey Monkey software. Analysis and descriptive statistics were conducted in Excel. Data recorded at venues related to aspects of physical venue conditions, interaction between elephants, animal handing and restraint practices, diet provisions, type and intensity of elephant entertainment offered, and elephant behavior and physical health condition. Demographic information such as the age and sex of elephants at the venue was also recorded by researchers. The full data sheet is available in Appendix 1.
We scored animal welfare conditions based on data and information gathered during visits to venues. The score sheet was comprised of nine criteria considered to have a significant impact on elephant’s living conditions, adapted from the well-established and validated WelfareQuality® assessment system often used for livestock. Each criterion was scored along a 5-point scale from 0–4 for each venue with the lowest score equaling poor conditions and the highest score representing best possible captive conditions (
GIS visualization was conducted using QGIS v3.30.3. As base layer with country boundaries Natural Earth’s shapefile “Admin 0 – countries” was used. A grid with square cells of 0.25-degree side lengths was created for displaying the number of elephants at all venues within each cell, and the average animal welfare condition score for all venues within each cell.
Our data show that in January 2020, 3,837 elephants were kept at 357 tourism venues across Thailand, India, Nepal, Sri Lanka, Laos, Cambodia and Malaysia. Over the two rounds of assessments, the total number of venues increased by 62% from 220 to 357 venues five years later. The majority of venues were located in Thailand (68.18% in 2014 and 68.91% in 2019, respectively), followed by Nepal (16.36% and 15.41%), India (5.45% and 5.88%), Sri Lanka (5.45% and 3.64%), Laos (2.73% and 3.08%), Cambodia (1.82% and 2.8%) and Malaysia (0.28%). The increase in venue numbers over those five years occurred proportionally across all countries.
A somewhat similar development was observed for the number of elephants across those tourism venues (
Elephant tourism venues and reported elephant numbers per country in 2014–2016 and 2019-2020, as well as each countries proportion of all venues/all elephants, and difference in those proportions between the two studies.
Country | No of venues | No of elephants | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
2014-2016 | 2019-2020 | % difference 2014 |
2014-2016 | 2019-2020 | % difference 2014 |
|||||
Venues | Propoportion of all venues in % | Venues | Propoportion of all venues in % | Elephants | Propoportion of all elephants in % | Elephants | Propoportion of all elephants in % | |||
Thailand | 150 | 68.18% | 246 | 68.91% | 64.00% | 2,198 | 75.20% | 2,765 | 73.38% | 25.80% |
Nepal | 36 | 16.36% | 55 | 15.41% | 52.78% | 147 | 5.03% | 143 | 3.80% | -2.72% |
India | 12 | 5.45% | 21 | 5.88% | 75.00% | 317 | 10.85% | 473 | 12.55% | 49.21% |
Sri Lanka | 12 | 5.45% | 13 | 3.64% | 8.33% | 166 | 5.68% | 188 | 4.99% | 13.25% |
Laos | 6 | 2.73% | 11 | 3.08% | 83.33% | 59 | 2.02% | 105 | 2.79% | 77.97% |
Cambodia | 4 | 1.82% | 10 | 2.80% | 150.00% | 36 | 1.23% | 64 | 1.70% | 77.78% |
Malaysia | N/A | 1 | 0.28% | N/A | 30 | 0.80% | ||||
Total | 220 | 100% | 357 | 100% | 62.27% | 2,923 | 100% | 3,768 | 100% | 28.91% |
The sex ratio of females to males among the adult and juvenile age group, for which a sex could be defined either through reports by staff or observation, was approximately 3.5:1 in 2014-2016 (2,045 females (76.68%), 592 males (22.20%), and 3.9:1 in 2019-2020 (2,599 females (76.31%), 672 males (19.73%) (
2014–2016 numbers and percentages of elephants by sex and age.
Country | No of female, >=5 year old elephants | % of all female elephants >=5 year old of each country | No of male, >=5 year old elephants | % of all male elephants >=5 year old of each country | No of sex unknown, >= 5 year old elephants | % of all sex unknown elephants >=5 year old of each country | No of < 5 year old elephants | % of all elephants of each country |
---|---|---|---|---|---|---|---|---|
Thailand | 1550 | 76.05 | 458 | 22.47 | 30 | 1.37 | 160 | 7.28 |
India | 224 | 71.79 | 88 | 28.21 | 0 | 0.00 | 5 | 1.60 |
Sri Lanka | 75 | 80.65 | 18 | 19.35 | 0 | 0.00 | 73 | 78.49 |
Nepal | 112 | 83.58 | 22 | 16.42 | 0 | 0.00 | 13 | 9.70 |
Laos | 52 | 96.30 | 2 | 3.70 | 0 | 0.00 | 5 | 9.26 |
Cambodia | 32 | 88.89 | 4 | 11.11 | 0 | 0.00 | 0 | 0.00 |
Total | 2045 | 76.68 | 592 | 22.20 | 30 | 1.12 | 256 | 8.76 |
Percentages of elephants >=5 years of age are based on all elephants >= 5 years of each country. Percentages of young elephants <5 years are based on all elephants of all ages and sexes of each country.
2019–2020 numbers and percentages of elephants by sex and age.
Country | No of female, >=5 year old elephants | % of all female elephants >=5 year old of each country | No of male, >=5 year old elephants | % of all elephants >=5 year old of each country | No of sex unknown, >= 5 year old elephants | % of all sex unknown, >= 5-year old elephants of each country | No of observed < 5 year old elephants | % of all observed elephants of each country |
---|---|---|---|---|---|---|---|---|
Thailand | 1979 | 79.13 | 459 | 18.35 | 63 | 2.52 | 264 | 15.92 |
India | 286 | 62.86 | 113 | 24.84 | 56 | 12.31 | 18 | 7.09 |
Sri Lanka | 74 | 57.36 | 55 | 42.64 | 0 | 0.00 | 59 | 56.19 |
Nepal | 118 | 91.47 | 11 | 8.53 | 0 | 0.00 | 14 | 11.57 |
Laos | 85 | 82.52 | 18 | 17.48 | 0 | 0.00 | 2 | 2.44 |
Cambodia | 49 | 76.56 | 9 | 14.06 | 6 | 9.38 | 0 | 0.00 |
Malaysia | 8 | 32.00 | 7 | 28.00 | 10 | 40.00 | 5 | 35.71 |
Total | 2599 | 76.31 | 672 | 19.73 | 135 | 3.96 | 362 | 15.98 |
Percentages of elephants >=5 years of age are based on all reported elephants >= 5 years of each country. Percentages of young elephants <5 years are based on all observed elephants of all ages and all sexes of each country.
Young elephants below the age of 5 years made up 15.98% of all observed tourism elephants in 2019-2020. In Thailand, housing the largest number of captive tourism elephants, 264 (15.92%) <5-year-old elephants were identified in 2019-2020.
In the 2014–2016 data collection, no distinction was made between elephants ‘observed’ in person and ‘reported’ by the venue. This is of relevance for interpreting the percentage of young elephants, as young elephants were primarily identified through observation and thus calculating the percentage of all ‘reported’ elephants may indicate a lower value than it should be.
Mapping the location of tourism elephant venues indicates distinct clusters (areas with elephant venues across more than one grid cell) within each country. In Thailand, in 2014–2016 these clusters are located in the greater Chiang Mai area, Bangkok, Kanchanaburi, Pattaya, Koh Samui and the greater Phuket/Phang Nga area (
Comparing the geographic spread of venues between 2014–2016 and 2019–2020 generally show a broadening of the spread of venues across additional cells, increasing the size of the previous clusters or forming new small clusters. Particularly in Thailand, a general increase in density of elephants per cell can be observed through a shift up by one gradient step as per map legend.
A range of husbandry related parameters were collected during each elephant venue visit. These parameters have an impact on the animal’s welfare as they typically govern the animal’s ability to exercise choice, engage with their environment, and their range of natural behavior.
When not used for tourism activities, basic elephant management standards govern that elephants will generally need to be restrained to prevent them from straying off and posing a threat to people or property. In this study, we only counted elephants actually observed during the day, excluding elephants absent or in use for tourism activities. More than half of the observed elephants were restrained using chains shorter than 3m in both data collection periods (2014-2016: 1,184 (65.41%) elephants (n=1,810); 2019-2020: 898 (53.26%) elephants (n=1,686);
Types of observed restraining methods for elephants across venues in 2014–2016 and 2019-2020, per number and proportion of venues.
When used for tourism activities or otherwise under command by their mahouts, the by far most common method of control was the use of sharp or pointy tools, such as bull hooks/axes or spears (80%, n=176, 2014-2016; 60.78%, n=217, 2019-2020,
In 2014–2016 almost half of all elephants (46.6%, n=1,165) were able to only interact non-tactile through visual and auditory communication, followed by 32,96% (n=824) that could have tactile interaction with another elephant while restraint (
The quality of social interaction possible for elephants while not participating in tourism activities, per number and proportion of elephants.
Stereotypic behaviors were displayed by 15.14% of observed elephants (n=343, 2019-2020,
The type of ground that the majority of elephants at a venue would be restrained on during the day was found to be grass/earth for 70,91% of venues, keeping 1,827 elephants (2014-2016, n=220) and 68.26% of venues, keeping 2,223 elephants in 2019-2020 (n=356,
Type of ground substrate available for the majority of elephants, per number and proportion of venues.
Shelter from elements, such as roofed structures, trees, or dense canopy were provided in almost all venues. 56.16% (n=123, 2014-2016,
Environmental noise, as measured in close proximity to the elephants’ standing grounds were found to be on average 61dB (n=284, 2019-2020,
Food was provided to elephants reportedly most commonly twice daily (43.84% of venues in 2014-2016 (n=219); 44.54% of venues in 2019-2020 (n=357),
Frequency of food provision for elephants, per number and proportion of venues.
Drinking water was observed to be always available at 8.64% of venues (n=19, 2014-2016,
The vast majority of venues reported allowing their elephants access to water for hygiene measures at least once a day, either through a water hose/bucket, through a supervised bath in a pond or river or even a bath on the elephant’s own terms. However, the latter option of bathing opportunities under the elephants’ own terms were rarest, with 10.91% (n=24, 2014-2016,
Environmental hygiene in the immediate vicinity of the elephants standing grounds was most commonly impacted through presence of more than 1 day old feces (35.91% of venues, n=79, 2014-2016; 37.54%, n=134, 2019-2020,
The primary purpose of elephant tourism venues is to provide experiences to paying visitors. Elephant venues usually offer a range of experience options to visitors. E.g. most venues that offer elephant rides also offer some sort of feeding/selfie activity for a much lower price, while venues that offer washing of elephants often choosing between half-day and full-day programs. In 2014-2016, 77.27% of venues offered elephant riding (n=170,
Tourism activities offered across captive elephant venues, by % of total venues.
At venues that offered shows, these were most typically offered 2–3 times per day (61.54%, n=24, 2014-2016; 45.65%, n=21, 2019-2020), while a significant increase was observed in venues offering shows >3 times per day (25.64%, n=10, 2014-2016; 39.13%, n=18, 2019-2020).
Specific to the riding activity, several aspects that may impact the elephants’ welfare were explored in more detail (
The averaged scores for the selected categories that were considered to be of relevance to animal welfare mostly ranged in the lower half up to the middle of the scoring scale (
Average animal welfare condition scores by category for all captive elephant venues (n=220, 2014-2016; n=357, 2019-2020.
Converting the individual category scores into a single animal welfare condition score between 1 and 10 for each venue allows for further insights when combined with demographic data points. Calculating the total number of elephants housed at venues with similar scores, shows peaks at scores 3 in 2014–2016 and 4 in 2019-2020, followed by a gradual decrease towards the higher scores. In 2014-2016 76.6% and in 2019-2020 63.3% of elephants were housed at venues scoring 5 or less (
Number of elephants by Animal Welfare Condition Score for both study periods.
We also observed an apparent correlation between the animal welfare condition scores and the percentage of displayed stereotypies of all observed elephants not participating in tourism activities. This correlation is particularly obvious when the data is grouped in three score groups (Scores 2-4: 25% of elephants displayed stereotypies; Scores 5-7: 20.4%; Scores 8-10: 4.1%) (
Percentage of stereotypies in all observed, non-active elephants grouped by Animal Welfare Condition Score group.
Breaking the scores down by country reveals differences in the average scores on country level (
Average animal welfare conditions scores for all elephant venues, per country.
Displaying the combined scores of elephant venues contained within the defined grid cells and overlayed over each country’s geography, shows distinctive clusters of elephant venues near tourism hot spots (
As of January 2020, 3,837 elephants were kept at 357 tourism venues across Thailand, India, Nepal, Sri Lanka, Laos, Cambodia and Malaysia. Nearly three quarters (73%) of these elephants were based in Thailand, where there are more than twice the number of elephant venues than the other countries combined. Across all countries elephants were kept for tourism experiences including rides (offered at 57% of venues), circus-style shows (offered at 32% of venues), washing and bathing (offered at 53% of venues) and feeding interactions (offered at 72% of venues). A further 5% of venues allowed tourists to observe the elephants with no interactive elements. Evaluating the conditions provided for the elephants and quantifying the tourism activities they were offered for enabled us to identify key areas of welfare concern across the industry.
This data presented, complemented by the authors’ earlier study in Thailand from 2010, shows that Thailand is the epicenter of captive elephant tourism, and that the industry has experienced exponential growth in recent decades. Between 2010 and 2020, the number of elephant venues across the country more than doubled, growing by 134%. The number of elephants held at these venues also grew, increasing by 30% from 1,688 elephants in 2010 to 2,198 in 2015, and a further 27% increase from 2,198 to 2,765 elephants between 2015 and 2020. This results in a 70% increase in the total number of captive elephants at tourism venues across Thailand over the decade. Our data also shows the average number of calves born per year across captive venues rose from 30 per year in 2015 to 50 per year in 2020, indicating the growth trajectory of the industry was continuing up until the COVID-19 pandemic. More data are needed to ascertain the effect of the pandemic on the current industry growth.
Most of the increase in the industry occurred in the group of venues scoring 6–8 in the assessment. These venues represent 43% of all venues in Thailand and house 25% of all tourism elephants, compared to just 14% of elephants in 2015 and 9% in 2010. They are typically small to moderately sized venues, offering washing and bathing or ‘Be a mahout’ tourism activities. These types of attractions have increased substantially in the past five years, more than tripling in numbers from 50 venues in 2015 to 161 venues in 2020. New camps are increasingly offering these experiences perceived as passive options and have less reliance on typical activities like riding (
In 2019-2020, sixty three percent (63%) of all elephants assessed were kept at venues scoring between 1 and 5, which is the lower half of the range on our score scale. A further 30% were in venues that scores between 6 and 8 points. This means 93% of elephants assessed were subject to at least some substantial welfare concerns. Given that these data reflect the most broad and comprehensive study on conditions for captive tourism elephants across Asia to date, the potential welfare concerns highlighted in these results have implications on a wide scale for thousands of elephants across the industry.
Welfare challenges for captive elephants in tourism documented in the literature include poor body condition, injuries from mismanagement, foot sores and nail cracks from excessive walking on inappropriate substrate, stress associated with being too close to tourists or from being chained and separated from conspecifics, and a lack of veterinary oversight despite a wealth of physical conditions such as parasites, colic and eye infections (
Further welfare challenges have also been documented for elephants wearing a saddle (howdah) for carrying tourists on rides. The howdah can lead to abrasions, abscesses and rope burns resulting from the platform strapped to their back (
A suggested benefit of elephant rides is the idea that it enables elephants to get regular exercise throughout the day which can improve their health (
Chaining is also common in venues represented by scores 6–8, documented for 30% of elephants in 2020. These venues typically provided a more natural environment, less intensive tourist activities, fewer working hours, and no saddled riding attractions. However, most of the elephants were kept on chains between 5-15m when not engaged in a tourist activity. This severely limits their opportunity for social interaction with conspecifics and for foraging.
While in both research periods short chains were the dominant restraint form, the data suggests a tendency towards allowing greater freedom of movement under restraint as indicated by the proportional decrease of venues resorting to short chains and the increase in venues using longer chains, enclosures or supervised free range during the day.
Elephants’ psychosocial functioning dictates that most of their natural time is spent in large social groups, foraging for food (
Furthermore, the direct and unprotected contact between visitors and elephants in these venues scoring 6–8 does not alleviate the need for conventional, coercive training as visitor safety dictates to be able to fully control elephants at all times. Commonly, this training includes a separation of mother and calf, which previous investigations have shown to typically occur at just two years old (
Our results show that in 2019-2020, 7% of all elephants assessed were kept at venues where conditions can be described as ‘best possible under captive management’, receiving scores of 9 or 10 in our assessment criteria. These venues typically provide elephants chain-free access to enclosures or natural habitat throughout the day, free ability for social interactions on their own terms, opportunity to browse and forage in natural habitat with varied terrain, no exposure to large crowds or loud noises (such as venue music or busy roads) and very limited or no interaction with people. These conditions, alongside other integral foundations for welfare such as adequate veterinary attention and balanced nutrition, can be considered as best possible practice for elephant care under captive conditions. However, it is inevitable that all types of captivity inhibit some natural behaviors and remove a wild animal’s autonomy to some extent. For example, in captive populations the formation of social groups are artificially selected within the confines of the group, in contrast to free-ranging wild populations where herds form multi-generational matrilineal groups in which bulls can periodically join and leave (
The COVID-19 pandemic also brought a new set of challenges for all people and elephants in the captive elephant tourism industry, irrespective of their venue conditions. Mahouts and elephant owners faced income loss, worsened conditions from housing and husbandry issues, and food shortages, leading to a reliance on NGOs and grassroots organizations, community members, and governmental agencies to retain ownership of elephants (
As well as being limited to pre-pandemic data, our study is limited to rapid assessments of overall conditions provided at elephant venues. Evaluating the conditions that affect elephants’ welfare daily enabled us to identify key areas of welfare concern across the industry and to conduct assessments on a large scale, but assessing welfare at an individual level using direct measures would allow for a more comprehensive understanding of the industry’s impact on elephant’s well-being. However, this would require long-term monitoring of behavioral and physical health parameters which would be difficult to implement on a large scale and would be resource intensive. There is also no gold standard for measuring elephant welfare. Commonly used measures of stress, such as glucocorticoid output and stereotypic behavior are not reliable indicators when used in isolation; there are many confounding factors which need to be taken into consideration that are often complex to identify, distinguish and monitor in non-controlled environments (
Our data indicate that despite fluctuating trends and some improvements in management, conditions for captive elephants at entertainment venues across Asia are still largely inadequate across the board. Over 3,000 elephants bred and kept in captivity for tourism face significant challenges to their welfare. While the type and severity of these welfare challenges varies considerably, all types of commercial captive use inhibit natural behavior and constrain a wild animal’s autonomy to some extent. Additionally, all types of unprotected contact with elephants require intensive training and subsequent dominance by elephant handlers to ensure tourist safety. Despite perceived improvements in the types of tourism activities offered to tourists, particularly in Thailand, the reality is that those changes are a diversification of business ventures to cater to an emerging demand for more ethical tourism experiences, but still generate many of the same welfare challenges as the original riding and performance activities. The captive elephant tourism industry was experiencing overall growth up to 2020 and further assessments are needed to quantify the state of the industry following the effects of the COVID-19 pandemic. We recommend that future assessments of animal welfare for elephants in this industry encompass a broader perspective than the current popular approach of small scale, short term, acute measures of stress, which are likely not reflective of the elephants’ welfare on the whole.
The original contributions presented in the study are included in the article/
JG: Investigation, Project administration, Writing – original draft, Writing – review & editing. JS-B: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Supervision, Writing – review & editing. LH-B: Writing – review & editing, Data curation, Methodology, Supervision, Conceptualization, Project administration, Validation, Investigation.
The author(s) declare that no financial support was received for the research and/or publication of this article.
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
The author(s) declare that no Generative AI was used in the creation of this manuscript.
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
The Supplementary Material for this article can be found online at: