Research Article |
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Corresponding author: Omar Ohrens ( oohrens@panthera.org ) Academic editor: Natasha Constant
© 2025 Omar Ohrens, Benjamin Ghasemi, Bonnie E. Gulas-Wroblewski, L. Mark Elbroch.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Ohrens O, Ghasemi B, Gulas-Wroblewski BE, Elbroch LM (2025) Mountain lions (Puma concolor) and their current management: Texas residents’ knowledge and attitudes. Nature Conservation 60: 1-19. https://doi.org/10.3897/natureconservation.60.140566
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Texas hosts approximately seven percent of the United States of America’s mountain lion (Puma concolor) population, although this estimate might be high due to their non-game status and lack of regulation. In August 2022, the Texas Parks and Wildlife Department (TPWD) rejected a petition to change state mountain lion policy and established a stakeholder working group to evaluate potential management strategies. Here, we synthesised survey data collected from 740 Texas residents on their knowledge and attitudes about mountain lions and their regional management that is immediately relevant to the ongoing decisions being made by the Mountain Lion Working Group, the Texas Parks and Wildlife Commission, the state-wide mountain lion management plan working group and TPWD more generally. Overall, Texans correctly reported that mountain lions are rare in Texas, but misreported that they are protected. Generally, participants were positive about mountain lions and supported their management. Hunters and livestock producers expressed more positive attitudes for mountain lions and their management than did non-hunters and people who did not own livestock. In contrast to previous research on support for carnivore conservation, we did not detect any differences in responses between rural and urban residents. Together, these data suggest that the traditional constituents of TPWD (i.e. hunters and livestock owners) are supportive of policies that have been proposed for inclusion in a state management plan for the species, such as mandatory reporting of any mountain lion killed for any purpose. Our results highlight the importance of TPWD’s prioritisation of public outreach and education targeting a greater diversity of Texans to: 1) mitigate the perceptions of risks and/or costs associated with mountain lions; 2) increase public knowledge about mountain lions and their management and 3) foster greater trust in natural resource governance to prevent disengagement by the public.
Attitudes, mountain lion, policy, Puma concolor, surveys, Texas Parks and Wildlife Department, Texas residents, wildlife management
Conservation as a practice has primarily focused on mitigating human impacts on wildlife and ecosystems, rather than building co-existence through co-adaptation (
These data also provided us with the opportunity to test several hypotheses related to stakeholder attitudes and perceptions of wildlife management that have found support in previous research. Scientific evidence thus far suggests that hunters, livestock owners and rural residents experience greater tangible (e.g. livestock losses) and intangible (e.g. fear) “costs” of living with large carnivores, as well as more often face the real (e.g. actual damage) and perceived risks (e.g. vulnerability to damage) posed by mountain lions to livestock and ungulate hunting opportunities (
As of 2021, the Texas Parks and Wildlife Department (TPWD) lists mountain lions as S2/S3 on its Species of Greatest Conservation Need (
Chapter 67 of the Texas Parks and Wildlife Code (
In June 2022, a stakeholder working group composed of Texas residents, scientists, advocates, a veterinarian and other private citizens (
In August 2022, TPWD denied this Petition, but provided a full presentation on the status of mountain lions in the State to the Texas Wildlife Commission. Consequently, the Commission mandated that TPWD fulfill the sixth request in the Petition and form a stakeholder group to assess the merits of the full Petition. In February 2023, TPWD hosted its first mountain lion stakeholder working group meeting, which included parties invited by the agency. Although the specific criteria for participant selection were not publicly detailed, invitees appeared to represent key constituent groups with interests in mountain lion management and related issues.
To provide information about the proceedings of subsequent meetings of this stakeholder working group, the most recent working group tasked with drafting Texas’ first mountain lion management plan, the Texas Wildlife Commission and TPWD, we synthesised survey data to generate summaries of the attitudes of Texas residents about mountain lions and carnivore management practices, with the goal of predicting support for proposed policies (
We applied novel analyses to a subset of data that were collected as part of a longer survey (n = 137 questions total;
Participants from rural areas are generally less abundant than urban participants in online surveys (
Participants were required to be at least 18 years of age. They were asked for initial demographic data, including their sex, residence and ethnicity. Participants were then asked whether they had participated in hunting or trapping of any wildlife in the last 12 months, which we used to define “hunters” versus “non-hunters”. Participants were also asked whether they had participated in any livestock (i.e. cattle, dairy cows, goats and/or sheep) husbandry in the last 12 months, to define “livestock owners” as distinct from people who did not own or raise livestock.
Participants were asked two questions about the current status of mountain lions in Texas. First, they were asked to characterise mountain lion populations as one of five options: 1) Extinct; 2) Endangered; 3) Rare, but not endangered; 4) Common; or 5) I don’t know. Second, participants were asked to select the legal status of mountain lions from amongst four options: 1) Game animal with controlled seasons regulating when and how many can be hunted or trapped; 2) Non-game animal with no hunting or trapping restrictions; 3) Protected animal that cannot be legally hunted or trapped; or 4) I don’t know.
Each participant received a unique combination of 10 randomly selected items regarding the three topics of mountain lions, mountain lion management and trust in TPWD, resulting in different sample sizes for each analysis. People responded to statements on these topics by choosing from amongst five options representing a 5-point Likert scale ranging from -2 to 2: 1) strongly disagree; 2) somewhat disagree; 3) neither agree nor disagree; 4) somewhat agree; or 5) strongly agree.
For the first topic, we combined the responses of five statements (Table
Statements used in our analyses regarding general attitude about mountain lions, mountain lion management and trust in the state management of mountain lions.
| Statements from which we derived a general attitude about mountain lions: |
| 1. Seeing the track of a mountain lion would help me enjoy an outdoor experience. |
| 2. Seeing a mountain lion would help me enjoy an outdoor experience. |
| 3. I enjoy knowing mountain lions live in Texas. |
| 4. Mountain lions are an essential part of nature. |
| 5. The potential presence of mountain lions causes many people to avoid outdoor activities. |
| Statements from which we derived general attitude about mountain lion management and research: |
| 1. Mountain lions should be protected. |
| 2. Mountain lions should not be protected under any circumstances. |
| 3. Valuable information could be obtained from scientific studies of mountain lion populations. |
| 4. Efforts should be made to ensure the survival of mountains lions in Texas. |
| Statements from which we assessed trust in state wildlife management of mountain lions: |
| 1. I trust the state to manage mountain lions. |
| 2. State officials are concerned about minimising the threats of mountain lions to residents. |
| 3. The state does a competent job of minimising the threats of mountain lions. |
| 4. The state is open and honest in the things they do and say when managing mountain lions. |
| 5. The state makes decisions about managing mountain lions in a way that is fair. |
| 6. The state listens to our concerns when managing mountain lions. |
| 7. The state draws upon sound science to make decisions about mountain lion management. |
Following these analyses, we also calculated Potential for Conflict Index (PCI2) scores (
Participants were asked to select one of eight options related to how often trap regulations should require trappers to check their traps in the field or what they believe about trapping more generally: 1) Daily; 2) 36 hours; 3) 48 hours; 4) 72 hours; 5) Weekly; 6) There should not be trap checks regulations; 7) Unsure; or 8) Trapping should not be allowed. In addition, participants were asked whether they support mandatory harvest reporting for mountain lions with three possible responses: 1) yes; 2) no; or 3) unsure. Data were analysed as described below.
We asked three additional questions that provide insight and guidance for decision-makers and policy-makers with regard to future mountain lion management. We enquired whether: 1) Trapping was an acceptable management practice for mountain lions; 2) Hunting was an acceptable management practice for mountain lions; and 3) Whether the participant would endorse a management plan inclusive of a compensation programme for livestock producers who lose animals to mountain lions. All responses were recorded on a 5-point Likert scale (range from -2 or strongly disagree, to + 2 or strongly agree).
We also assessed ratios of the percentage of people who strongly supported versus strongly opposed (+2 and -2 on a 5-point Likert scale) trapping-based management, hunting-based management, compensation programmes for livestock losses and mountain lion conservation management more broadly. People with the strongest opinions are those most likely to act on their beliefs (
Overall, recruited participants represented male to female ratios reported in the 2020 Census for Texas, but did not represent proportional relationships of ethnicity (i.e. 61% white, 39% Hispanic in the 2020 Census, versus 19% Hispanic in the survey). Therefore, we used the ‘SURVEY’ package (
For each of the questions below, we analysed all respondents pooled together as our best representation of the attitudes, beliefs and values of the general public in Texas. Next, we performed the analyses separating four comparative stakeholder ingroups to evaluate any differences in their responses: 1) hunters vs. non-hunters; 2) livestock owners vs. people without livestock; 3) rural vs. suburban/urban respondents; and 4) Hispanics vs. non-Hispanics. Given that 39% of Texans are Hispanic or Latino (
We used parametric tests in R version 3.6.2 for Mac OS X to relate participant responses (perceptions and Likert scale) with independent variables (e.g. comparative groups – hunters, livestock producers, urban vs. rural, ethnicity), as our sample sizes (> 30) were large enough to assume the distribution of sample means will likely approach a normal distribution (i.e. Central Limit Theorem) (
Qualtrics secured 740 respondents, but we were unable to meet the objective quotas (e.g. equal urban-rural representation and a sample reflective of the sociodemographic profile of Texas) set by the researchers responsible for the survey. Of the 740 respondents, 237 people reported living in rural zip codes (Fig.
More respondents correctly reported that mountain lions were rare, but not endangered (32%) than any other response and 28% believed mountain lions were endangered. Twenty-one percent reported that they did not know the status of mountain lions, 13% reported that they were common and 5% indicated that they were extinct. There were differences in the proportional responses for hunters versus non-hunters (F3.89, 2725.0 = 2.830, p = 0.025). More hunters reported that mountain lions were common than non-hunters, which is inconsistent with current scientific knowledge (
Proportional responses (%) of comparative stakeholder ingroups with regards to the current population and management status of mountain lions in Texas.
| Hunter | Non-hunter | z | p | ||
|---|---|---|---|---|---|
| Current population status of mountain lions | Common | 23.3 | 11.7 | 2.826 | 0.004 |
| Endangered | 21.2 | 29.1 | -1.434 | 0.153 | |
| Extinct | 5.7 | 5.4 | 0.097 | 0.920 | |
| I don’t know | 11.0 | 22.6 | -2.312 | 0.021 | |
| Rare | 38.8 | 31.1 | 1.339 | 0.180 | |
| Livestock | No livestock | z | p | ||
| Common | 19.8 | 12.0 | 1.979 | 0.048 | |
| Endangered | 21.2 | 29.2 | -1.504 | 0.134 | |
| Extinct | 12.8 | 4.5 | 3.075 | 0.002 | |
| I don’t know | 8.9 | 23.0 | -2.905 | 0.004 | |
| Rare | 37.2 | 31.2 | 1.085 | 0.276 | |
| Hunter | Non-hunter | z | p | ||
| Game | 17.8 | 8.8 | 2.440 | 0.015 | |
| Current management of mountain lions | I don’t know | 20.9 | 26.2 | -0.981 | 0.327 |
| Non-game | 31.9 | 17.2 | 3.050 | 0.002 | |
| Protected | 29.4 | 47.7 | -2.983 | 0.003 |
Livestock owners also reported that mountain lions were common more often than people without livestock (though inconsistent with state of knowledge about the species in Texas;
Overall, the majority of respondents (45%) believed mountain lions are a protected species that cannot be hunted or trapped, which is not true in Texas. There were, however, differences in the proportional responses for hunters versus non-hunters (F3.00, 2100.7 = 5.496, p = 0.001). For example, hunters were more likely to report that mountain lions were a “game” species in Texas with some protections than non-hunters (Table
Respondents exhibited a slightly more positive than neutral attitude about mountain lions (mean score = 0.38 ± 0.08 SE). Hunters and livestock owners expressed more positive attitudes about mountain lions than non-hunters and people who do not own livestock (Table
Mean attitude ± standard error (SE), as determined by scoring responses on relevant questions on a -2 to +2 scale, amongst respondent subgroups about mountain lions, mountain lion management and their trust in the Texas state wildlife agency, followed by results of t tests to determine whether paired groups differed from one another.
| Mean ± SE | Mean ± SE | t 700 | p | |||
|---|---|---|---|---|---|---|
| Attitude about mountain lions | Hunter | 0.98 ± 0.30 | Non-hunter | 0.31 ± 0.08 | -2.116 | 0.03 |
| Livestock | 0.93 ± 0.28 | No livestock | 0.31 ± 0.08 | -2.104 | 0.04 | |
| Urban | 0.49 ± 0.15 | Rural | 0.32 ± 0.09 | 0.942 | 0.347 | |
| Hispanic | 0.37 ± 0.16 | Non-hispanic | 0.39 ± 0.08 | 0.138 | 0.889 | |
| Attitude about mountain lion management | Hunter | 0.69 ± 0.19 | Non-hunter | 1.08 ± 0.06 | 1.881 | 0.06 |
| Livestock | 1.02 ± 0.19 | No livestock | 1.04 ± 0.07 | 0.118 | 0.905 | |
| Urban | 1.00 ± 0.11 | Rural | 1.06 ± 0.07 | -0.466 | 0.641 | |
| Hispanic | 0.97 ± 0.12 | Non-hispanic | 1.09 ± 0.07 | 0.834 | 0.404 | |
| Trust in the state wildlife agency | Hunter | 3.47 ± 0.62 | Non-hunter | 2.08 ± 0.24 | -2.082 | 0.03 |
| Livestock | 3.46 ± 0.63 | No livestock | 2.07 ± 0.24 | -2.075 | 0.03 | |
| Urban | 1.99 ± 0.41 | Rural | 2.37 ± 0.27 | -0.746 | 0.455 | |
| Hispanic | 1.68 ± 0.47 | Non-hispanic | 2.58 ± 0.22 | 1.736 | 0.08 |
For every 35 respondents who strongly agreed with the statement describing mountain lions as an essential part of nature, only four people strongly disagreed. In contrast, for every 12 respondents who strongly agreed with the statement that it is exciting to find footprints of mountain lions in the field, 17 strongly disagreed (Table
Proportional responses (%) to five statements amongst respondents reflecting general attitude about mountain lions, five statements reflecting general attitude about mountain lion managemen, and three statements about potential mountain lion management tools.
| Strongly disagree | Somewhat disagree | Neutral | Somewhat agree | Strongly Agree | |
|---|---|---|---|---|---|
| General attitude about mountain lions | |||||
| Seeing track of mountain lion would help enjoy outdoor experience. | 17 | 16 | 30 | 25 | 12 |
| Seeing a mountain lion would help enjoy outdoor experience. | 17 | 13 | 28 | 27 | 16 |
| Enjoy knowing mountain lions live in Texas. | 10 | 8 | 34 | 26 | 23 |
| Mountain lions are essential part of nature. | 4 | 4 | 15 | 41 | 35 |
| *Potential presence of mountain lions causes people to avoid outdoor activities. | 8 | 15 | 29 | 33 | 15 |
| General attitude about mountain lion management | |||||
| Mountain lions should be protected. | 5 | 5 | 28 | 30 | 32 |
| *Mountain lions should not be protected under any circumstances. | 34 | 22 | 28 | 10 | 5 |
| Valuable information could be obtained from scientific studies of mountain lion populations. | 3 | 3 | 20 | 44 | 29 |
| Efforts should be made to ensure the survival of mountains lions in Texas. | 5 | 5 | 24 | 35 | 31 |
| General attitude about potential mountain lion management tools | |||||
| Trapping is an acceptable way of managing mountain lion populations. | 14 | 12 | 36 | 25 | 12 |
| Hunting is an acceptable way of managing mountain lion populations. | 18 | 18 | 32 | 21 | 11 |
| I would endorse a state management plan that compensates livestock producers for livestock loss from mountain lion predation. | 5 | 6 | 35 | 34 | 20 |
Mean scores for statements reflecting general attitude about: A. Mountain lions; B. Mountain lion management; C. The trustworthiness of TPWD and their related PCI2 scores. The larger the PCI2 value and the size of the circle, the less consensus amongst respondents and the greater potential for conflict.
Respondents expressed slightly positive support for managing mountain lions (mean score = 1.04 ± 0.06 SE). There were no differences in responses amongst hunters and non-hunters, although the results were marginal (Table
Overall, there was a much larger proportion of participants who “strongly agreed” with statements expressing positive support for mountain lion management than there were those who “strongly disagree” with mountain lion management (Table
Texans exhibited the highest consensus (PCI2 = 0.11) in their belief that science and research are important. Texas respondents demonstrated the least consensus around the statement that mountain lions should not be protected under any circumstance (PCI2 = 0.23) (Fig.
In general, Texans exhibited modest trust in TPWD in relation to managing mountain lions and employing the best available science to guide decisions about mountain lion management (mean score = 2.23 ± 0.23 SE). However, hunters and livestock owners expressed greater positive attitudes about TPWD than did non-hunters and people without livestock (Table
Overall, Texas residents demonstrated medium to high consensus in their trust towards TPWD (Fig.
The people of Texas overwhelmingly supported daily trap checks for mountain lions. When indicating their preferred rate of trap checks, 64% of respondents selected daily trap checks, 11% selected every 36 hours (the current trapping regulation for fur-bearers in Texas), 6% selected every 48 hours, 1% selected every 72 hours, 6% were unsure, 1% expressed that there should not be trap checks and 7% expressed that trapping should not be allowed. There were no significant differences in the proportional selection in the eight answer categories amongst hunters versus non-hunters (F6.3, 4399.6 = 1.169, p = 0.319), livestock owners vs. people without livestock (F6.6, 4638.0 = 0.672, p = 0.687), rural versus urban inhabitants (F6.9, 4856.5 = 0.848, p = 0.546) or Hispanics versus non-Hispanics (F6.9, 4869.0 = 0.974, p = 0.448).
Texas residents strongly approved of the reporting of any mountain lions killed or euthanised in the State. Seventy-four percent of respondents supported harvest reporting, 18% were unsure and 8% did not support harvest reporting. There were differences in the proportional responses for hunters versus non-hunters (F1.89, 1327.0 = 5.423, p = 0.005). Equal numbers of hunters and non-hunters supported mandatory reporting (77% vs. 74%, z = 0.648, p = 0.516), but more hunters opposed it than non-hunters (15% vs. 7%, z = 2.597, p = 0.009) and more non-hunters were unsure than hunters (7% vs. 19%, z = -2.534, p = 0.011). We found no significant differences in proportional selection in the three answer categories amongst livestock owners versus people without livestock (F2.0, 1396.6 = 0.443, p = 0.641), rural versus urban inhabitants (F2.0, 1401.3 = 0.251, p = 0.778) or Hispanics versus non-Hispanics (F2.0, 1401.9 = 0.936, p = 0.393).
Respondents were neutral (mean score = 0.057 ± 0.09 SE) with regard to the use of trapping as a management tool for mountain lions in Texas. There were no differences of opinion amongst any stakeholder ingroup that was tested. For every seven people who were strongly opposed to trapping as a management tool, there were six people who indicated strong support for this type of management (Table
In comparison, Texas residents (mean score = -0.103 ± 0.09 SE) were just slightly negative of neutral with regard to the use of hunting as a management tool for mountain lions. Hunters (mean score = 0.83 ± 0.20 SE) expressed support for hunting as a management tool, whereas non-hunters (mean score = -0.22 ± 0.09) (t231 = -4.843, p < 0.001) were slightly against hunting as a management option. Livestock producers (mean score = 0.30 ± 0.21 SE) similarly expressed a slightly positive view of hunting as a management tool, whereas people without livestock (mean score = -0.16 ± 0.09 SE) (t231 = -1.978, p = 0.049) were slightly opposed to management via hunting. There were no significant differences of opinion between rural versus urban residents (t231 = 0.752, p = 0.452) or Hispanics and non-Hispanics (t231 = -0.566, p = 0.572).
Texans expressed support for a compensation programme to aid livestock owners who lose animals to mountain lions (mean score = 0.570 ± 0.07 SE). For every person who strongly opposed such a programme, four expressed strong support for livestock compensation initiatives (Table
Overall, survey respondents expressed positive, albeit modest, attitudes about mountain lions and state management of the species. Respondents demonstrated consensus in their valuation of scientific research about mountain lions and the need for science to guide management decisions by TPWD. They also expressed support for mandatory reporting of any mountain lion killed for any purpose by hunters, trappers or state or federal agents and for daily checks of traps set in the field. Fifty-four percent of respondents somewhat or strongly support the implementation of a livestock compensation programme for producers who lose animals to mountain lions.
Assuming these survey data captured attitudes that reflect values and potential behaviour, our analyses suggest that the people of Texas, inclusive of hunters and livestock producers, support the first three proposed activities in the 2022 Petition for Rulemaking received by the TPWD: 1) Conduct a state-wide study to identify the abundance, status and distribution of the mountain lion populations in Texas; 2) Require mandatory reporting of wild mountain lions killed or euthanised for any reason by members of the public, state and federal agents acting in their official capacity and other wildlife responders; 3) Require trappers employing any form of trap or snare to capture mountain lions to examine their devices at least once every 36 hours, to make mountain lion trapping consistent with current fur-bearer trapping regulations in Texas. This survey did not directly assess the attitudes of Texans in relation to either activities Four or Five of the 2022 Petition. We would also caution readers that attitudes do not always directly translate into behaviour (
Hunters versus non-hunters and livestock producers versus people without livestock exhibited some differences in support for and attitudes about mountain lions and mountain lion management. However, these discrepancies were not entirely in alignment with our initial predictions, based on the existing literature (
Hunters and livestock owners also expressed higher levels of trust in state wildlife management than did non-hunters and Texans who did not own livestock. We predicted this trend given that these stakeholders are generally more engaged with state wildlife agencies and predominantly viewed as the primary constituents of state wildlife programmes (
We did not detect differences in the responses between rural and urban respondents, dispelling the assumption that there are clear attitudinal divisions between people living sympatric with large carnivores in rural areas and those living more isolated from large carnivores in urban or suburban environments (
There were also no differences between the overall responses of Hispanic and non-Hispanic participants and we did not find strong opposition to trapping-based management amongst Texans in general. The latter result was likely due to the broad framing of the question, which enabled “trapping management” to include diverse trapping activities, ranging from controlling invasive species to protect local resources to recreational trapping for fur sales to international markets. In contrast, survey respondents exhibited slightly negative attitudes about hunting-based management, an unexpected result considering that our participant pool included a high representation of hunters (12% of participants in this survey were hunters in comparison to previous reports that state only 4% of Texans hunt;
Respondents expressed positive attitudes for mountain lions, the management of this species in Texas and their trust of TPWD, though their responses were only slightly better than neutral. In part, these attitudes may be attributable to the perceived or real risks of co-existing with mountain lions (e.g. the proportional negative versus positive responses about finding mountain lion tracks in the field or seeing the actual animal in Table
This survey did hold limitations. Although efforts were made to ensure broad representation, certain populations remained under-represented, including rural and Hispanic populations and the online delivery of the survey may have also biased results or access and understanding. The survey designers also tried to reduce respondent fatigue by presenting different components of the survey to different respondents and we do not know whether this impacted composite scores, especially given that some positive statements lacked negative counterparts that may have introduced acquiescence bias. Although a few corrections were applied to some comparison tests, not all were corrected, which may have influenced the results. Furthermore, subgroup analyses may have been biased by overlapping characteristics, impacting the generalisability. We suggest that further research should focus on adopting more inclusive sampling strategies and validating measurement tools across diverse cultural contexts.
Our survey findings provide a strong basis from which the Texas mountain lion stakeholder working group, the Texas Wildlife Commission, TPWD and other interested and affected parties can plan, implement, continuously assess and adapt any mountain lion management policies and practices. More broadly, our results suggest that the common assumptions of hunters and rural residents being more negative about large carnivores may not be justified. In the very least, attitudes amongst these groups are clearly more complex than previous analyses suggest. In our work, hunters and livestock owners were more positive about mountain lions, augmenting previous Human Dimensions studies that linked knowledge of wildlife and/or trust in wildlife management agencies to positive attitudes towards wildlife and their management. Ultimately, our results provide Texas wildlife managers the opportunity to better integrate equitable representation of the diverse perspectives of all Texas constituents when creating a defensible, adaptive and integrated management plan to preserve mountain lion populations, Texas communities and the ecosystems on which we all depend.
LME is one of the authors of the 2022 Petition for Rulemaking to TPWD that proposed new mountain lion policies.
No ethical statement was reported.
No use of AI was reported.
No funding was reported.
Conceptualization: LME. Data curation: OO. Formal analysis: LME, OO. Writing - original draft: LME. Writing - review and editing: BEGW, BG, OO, LME.
Omar Ohrens https://orcid.org/0000-0001-9047-0804
Benjamin Ghasemi https://orcid.org/0000-0002-1606-8953
Bonnie E. Gulas-Wroblewski https://orcid.org/0000-0001-5940-1384
L. Mark Elbroch https://orcid.org/0000-0002-0429-4179
All data used in this manuscript are available upon request to the corresponding author.