Disturbance Severity and Human–Nature Relationships: A New Approach to Analyze People’s Well-Being along a Bark Beetle Infestation Gradient
Abstract
:1. Introduction
2. Materials and Methods
3. Results
4. Discussion
4.1. Environmental Perception
4.2. Personal Well-Being Is Higher in Landscapes with Larger Proportions of Living Trees
4.3. Impacts of Attitudes towards Nature
4.4. National Park Visits Promote Well-Being in Disturbed Landscapes
4.5. Methods
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A
National Park | News Releases (n) | Visitors (n) |
---|---|---|
Bavarian Forest | 1649 | 225 |
Harz | 398 | 163 |
Black Forest | 400 | 157 |
Hunsrück-Hochwald | 260 | 51 |
Saxon Switzerland | 167 | 105 |
Eifel | 180 | 127 |
Berchtesgaden | 180 | 99 |
Variable | Estimate | Std. Error | z-Value | p-Value |
---|---|---|---|---|
Intercept | −4.71 × 10−1 | 5.14 × 10−1 | −9.15 × 10−1 | 0.360 |
Gender | 5.55 × 10−2 | 7.17 × 10−2 | 7.73 × 10−1 | 0.440 |
Age | −5.15 × 10−3 | 2.61 × 10−3 | −1.98 | 0.048 |
Education | −1.65 × 10−2 | 3.40 × 10−2 | −4.85 × 10−1 | 0.630 |
Inclusion with nature | 1.03 × 10−1 | 2.66 × 10−2 | 3.85 | <0.001 |
Utilization | 1.61 × 10−3 | 8.11 × 10−1 | 2.00 × 10−2 | 0.984 |
Preservation | 2.90 × 10−1 | 9.67 × 10−2 | 3.00 | 0.003 |
Visits | −2.12 × 10−2 | 2.51 × 10−2 | −8.44 × 10−1 | 0.400 |
References
- Turner, W.R.; Nakamura, T.; Dinetti, M. Global Urbanization and the Separation of Humans from Nature. BioScience 2004, 54, 585–590. [Google Scholar] [CrossRef] [Green Version]
- Miller, J.R. Biodiversity conservation and the extinction of experience. Trends Ecol. Evol. 2005, 20, 430–434. [Google Scholar] [CrossRef] [PubMed]
- Dallimer, M.; Irvine, K.N.; Skinner, A.M.J.; Davies, Z.G.; Rouquette, J.R.; Maltby, L.; Warren, P.H.; Armsworth, P.; Gaston, K.J. Biodiversity and the Feel-Good Factor: Understanding Associations between Self-Reported Human Well-being and Species Richness. BioScience 2012, 62, 47–55. [Google Scholar] [CrossRef] [Green Version]
- Summers, J.K.; Smith, L.M.; Case, J.L.; Linthurst, R.A. A Review of the Elements of Human Well-Being with an Emphasis on the Contribution of Ecosystem Services. AMBIO 2012, 41, 327–340. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Abraham, A.; Sommerhalder, K.; Abel, T. Landscape and well-being: A scoping study on the health-promoting impact of outdoor environments. Int. J. Public Health 2010, 55, 59–69. [Google Scholar] [CrossRef] [Green Version]
- Gugerell, K.; Netsch, S. Reflection on the Austrian Newspaper Coverage of the Role and Relevance of Urban Open-and Green-Spaces in Vienna during the First COVID-19 Lockdown in 2020. disP 2020, 56, 54–63. [Google Scholar] [CrossRef]
- Bustamante, G.; Guzman, V.; Kobayashi, L.C.; Finlay, J. Mental health and well-being in times of COVID-19: A mixed-methods study of the role of neighborhood parks, outdoor spaces, and nature among US older adults. Health Place 2022, 76, 102813. [Google Scholar] [CrossRef]
- Jackson, S.; Stevenson, K.; Larson, L.; Peterson, M.; Seekamp, E. Outdoor Activity Participation Improves Adolescents’ Mental Health and Well-Being during the COVID-19 Pandemic. Int. J. Environ. Res. Public Health 2021, 18, 2506. [Google Scholar] [CrossRef]
- Palmero-Iniesta, M.; Pino, J.; Pesquer, L.; Espelta, J.M. Recent forest area increase in Europe: Expanding and regenerating forests differ in their regional patterns, drivers and productivity trends. Eur. J. For. Res. 2021, 140, 793–805. [Google Scholar] [CrossRef]
- Zhang, R.; Zhang, C.-Q.; Rhodes, R.E. The pathways linking objectively-measured greenspace exposure and mental health: A systematic review of observational studies. Environ. Res. 2021, 198, 111233. [Google Scholar] [CrossRef]
- Oh, B.; Lee, K.J.; Zaslawski, C.; Yeung, A.; Rosenthal, D.; Larkey, L.; Back, M. Health and well-being benefits of spending time in forests: Systematic review. Environ. Health Prev. Med. 2017, 22, 71. [Google Scholar] [CrossRef] [Green Version]
- Sia, A.; Tam, W.W.S.; Fogel, A.; Kua, E.H.; Khoo, K.; Ho, R.C.M. Nature-based activities improve the well-being of older adults. Sci. Rep. 2020, 10, 18178. [Google Scholar] [CrossRef]
- Martens, D.; Gutscher, H.; Bauer, N. Walking in ‘wild’ and ‘tended’ urban forests: The impact on psychological well-being. J. Environ. Psychol. 2011, 31, 36–44. [Google Scholar] [CrossRef]
- Alkire, S. Dimensions of Human Development. World Dev. 2002, 30, 181–205. [Google Scholar] [CrossRef]
- McGillivray, M. Human Well-Being Concept and Measurement; United Nations University: Tokyo, Japan, 2007. [Google Scholar]
- Abele-Brehm, A.; Brehm, W. Zur Konzeptualisierung und Messung von Befindlichkeit. Die Entwicklung der ‘Befindlichkeitsskalen’ (BFS). Diagnostica 1986, 32, 209–228. [Google Scholar]
- Holmes, T.; Koch, F. Bark Beetle epidemics, life satisfaction, and economic well-being. Forests 2019, 10, 696. [Google Scholar] [CrossRef] [Green Version]
- Flint, C.; Kunze, I.; Muhar, A.; Yoshida, Y.; Penker, M. Exploring empirical typologies of human–nature relationships and linkages to the ecosystem services concept. Landsc. Urban Plan. 2013, 120, 208–217. [Google Scholar] [CrossRef]
- Lee, T. Perceptions, Attitudes and Preferences in Forests and Woodlands; Forestry Commission: Edinburgh, UK, 2001.
- Watson, J.E.M.; Dudley, N.; Segan, D.B.; Hockings, M. The performance and potential of protected areas. Nature 2014, 515, 67–73. [Google Scholar] [CrossRef]
- Mayer, M.; Woltering, M. Assessing and valuing the recreational ecosystem services of Germany’s national parks using travel cost models. Ecosyst. Serv. 2018, 31, 371–386. [Google Scholar] [CrossRef]
- Turner, M.G.; Baker, W.L.; Peterson, C.J.; Peet, R.K. Factors influencing succession: Lessons from large, infrequent natural disturbances. Ecosystems 1998, 1, 511–523. [Google Scholar] [CrossRef]
- Kulakowski, D.; Seidl, R.; Holeksa, J.; Kuuluvainen, T.; Nagel, T.A.; Panayotov, M.; Svoboda, M.; Thorn, S.; Vacchiano, G.; Whitlock, C.; et al. A walk on the wild side: Disturbance dynamics and the conservation and management of European mountain forest ecosystems. For. Ecol. Manag. 2017, 388, 120–131. [Google Scholar] [CrossRef] [PubMed]
- Müller, J.; Noss, R.F.; Thorn, S.; Bässler, C.; Leverkus, A.B.; Lindenmayer, D. Increasing disturbance demands new policies to conserve intact forest. Conserv. Lett. 2019, 12, e12449. [Google Scholar] [CrossRef] [Green Version]
- Mikusiński, G.; Bubnicki, J.W.; Churski, M.; Czeszczewik, D.; Walankiewicz, W.; Kuijper, D.P.J. Is the impact of loggings in the last primeval lowland forest in Europe underestimated? The conservation issues of Białowieża Forest. Biol. Conserv. 2018, 227, 266–274. [Google Scholar] [CrossRef]
- Thorn, S.; Bässler, C.; Svoboda, M.; Müller, J. Effects of natural disturbances and salvage logging on biodiversity—Lessons from the Bohemian Forest. For. Ecol. Manag. 2017, 388, 113–119. [Google Scholar] [CrossRef]
- Senf, C.; Seidl, R. Natural disturbances are spatially diverse but temporally synchronized across temperate forest landscapes in Europe. Glob. Chang. Biol. 2017, 24, 1201–1211. [Google Scholar] [CrossRef]
- Müller, J.; Noss, R.F.; Bussler, H.; Brandl, R. Learning from a “benign neglect strategy” in a national park: Response of saproxylic beetles to dead wood accumulation. Biol. Conserv. 2010, 143, 2559–2569. [Google Scholar] [CrossRef]
- Beudert, B.; Bässler, C.; Thorn, S.; Noss, R.F.; Schroder, B.; Dieffenbach-Fries, H.; Foullois, N.; Müller, J. Bark Beetles Increase Biodiversity While Maintaining Drinking Water Quality. Conserv. Lett. 2014, 8, 272–281. [Google Scholar] [CrossRef]
- Bässler, C.; Müller, J. Importance of natural disturbance for recovery of the rare polypore Antrodiella citrinella Niemelä & Ryvarden. Fungal Biol. 2010, 114, 129–133. [Google Scholar] [CrossRef]
- Busse, A.; Cizek, L.; Čížková, P.; Drag, L.; Dvorak, V.; Foit, J.; Müller, J. Forest dieback in a protected area triggers the return of the primeval forest specialist Peltis grossa (Coleoptera, Trogossitidae). Conserv. Sci. Pract. 2022, 4, e612. [Google Scholar] [CrossRef]
- Vanbergen, A.J.; the Insect Pollinators Initiative. Threats to an ecosystem service: Pressures on pollinators. Front. Ecol. Environ. 2013, 11, 251–259. [Google Scholar] [CrossRef] [Green Version]
- Hallmann, C.A.; Sorg, M.; Jongejans, E.; Siepel, H.; Hofland, N.; Schwan, H.; Stenmans, W.; Müller, A.; Sumser, H.; Hörren, T.; et al. More than 75 percent decline over 27 years in total flying insect biomass in protected areas. PLoS ONE 2017, 12, e0185809. [Google Scholar] [CrossRef] [PubMed]
- Krack, K.; Oberholzer, G. » Rettet die Bienen « – Das Ergebnis des Bayerischen Volksbegehrens, zfv—Zeitschrift für Geodäsie. Geoinf. Und Landmanagement 2020, 145, 380–384. [Google Scholar]
- Thorn, S.; Seibold, S.; Leverkus, A.B.; Michler, T.; Müller, J.; Noss, R.F.; Stork, N.; Vogel, S.; Lindenmayer, D.B. The living dead: Acknowledging life after tree death to stop forest degradation. Front. Ecol. Environ. 2020, 18, 505–512. [Google Scholar] [CrossRef]
- Flint, C.G.; McFarlane, B.; Müller, M. Human dimensions of forest disturbance by insects: An international synthesis. Environ. Manage. 2009, 43, 1174–1186. [Google Scholar] [CrossRef] [PubMed]
- Von Ruschkowski, E.; Mayer, M. From Conflict to Partnership? Interactions between Protected Areas, Local Communities and Operators of Tourism Enterprises in Two German National Park Regions. J. Tour. Leis. Stud. 2011, 17, 147–181. [Google Scholar]
- Job, H.; Bittlingmaier, S.; Mayer, M.; von Ruschkowski, E.; Woltering, M. Park–People Relationships: The Socioeconomic Monitoring of National Parks in Bavaria, Germany. Sustainability 2021, 13, 8984. [Google Scholar] [CrossRef]
- Müller, M. How natural disturbance triggers political conflict: Bark beetles and the meaning of landscape in the Bavarian. Forest. Glob. Environ. Chang. 2011, 21, 935–946. [Google Scholar] [CrossRef]
- McFarlane, B.L.; Stumpf-Allen, R.C.G.; Watson, D.O. Public perceptions of natural disturbance in Canada’s national parks: The case of the mountain pine beetle (Dendroctonus ponderosae Hopkins). Biol. Conserv. 2006, 130, 340–348. [Google Scholar] [CrossRef]
- McFarlane, B.L.; Parkins, J.; Watson, D.O. Risk, knowledge, and trust in managing forest insect disturbance. Can. J. For. Res. 2012, 42, 710–719. [Google Scholar] [CrossRef] [Green Version]
- Müller, M.; Job, H. Managing natural disturbance in protected areas: Tourists’ attitude towards the bark beetle in a German national park. Biol. Conserv. 2009, 142, 375–383. [Google Scholar] [CrossRef]
- McFarlane, B.L.; Witson, D.O.T. Perceptions of Ecological Risk Associated with Mountain Pine Beetle (Dendroctonus ponderosae) Infestations in Banff and Kootenay National Parks of Canada. Risk Anal. 2008, 28, 203–212. [Google Scholar] [CrossRef] [PubMed]
- Parkins, J.R.; MacKendrick, N.A. Assessing community vulnerability: A study of the mountain pine beetle outbreak in British Columbia, Canada. Glob. Environ. Chang. 2007, 17, 460–471. [Google Scholar] [CrossRef]
- Sacher, P.; Meyerhoff, J.; Mayer, M. Evidence of the association between deadwood and forest recreational site choices. For. Policy Econ. 2021, 135, 102638. [Google Scholar] [CrossRef]
- Arnberger, A.; Ebenberger, M.; Schneider, I.E.; Cottrell, S.; Schlueter, A.C.; von Ruschkowski, E.; Venette, R.C.; Snyder, S.A.; Gobster, P.H. Visitor Preferences for Visual Changes in Bark Beetle-Impacted Forest Recreation Settings in the United States and Germany. Environ. Manag. 2017, 61, 209–223. [Google Scholar] [CrossRef] [PubMed]
- Sheppard, S.; Picard, P. Visual-quality impacts of forest pest activity at the landscape level: A synthesis of published knowledge and research needs. Landsc. Urban Plan. 2006, 77, 321–342. [Google Scholar] [CrossRef]
- Nisbet, E.K.; Zelenski, J.M.; Murphy, S.A. Happiness is in our Nature: Exploring Nature Relatedness as a Contributor to Subjective Well-Being. J. Happiness Stud. 2011, 12, 303–322. [Google Scholar] [CrossRef]
- Clayton, S.D. Environment, Identity, and Response to Polluted Landscapes. Sustainability 2021, 13, 9422. [Google Scholar] [CrossRef]
- Sumner, C.; Lockwood, J. Visitor Perceptions of Bark Beetle Impacted Forests in Rocky Mountain National Park, Colorado. Conserv. Soc. 2020, 18, 50. [Google Scholar] [CrossRef]
- Schultz, W.P. The structure of environmental concern: Concern for self, other people, and the biosphere. J. Environ. Psychol. 2001, 21, 327–339. [Google Scholar] [CrossRef] [Green Version]
- Kibbe, A.; Bogner, F.X.; Kaiser, F.G. Exploitative vs. appreciative use of nature—Two interpretations of utilization and their relevance for environmental education. Stud. Educ. Eval. 2014, 41, 106–112. [Google Scholar] [CrossRef]
- Manoli, C.C.; Johnson, B.; Buxner, S.; Bogner, F. Measuring Environmental Perceptions Grounded on Different Theoretical Models: The 2-Major Environmental Values (2-MEV) Model in Comparison with the New Ecological Paradigm (NEP) Scale. Sustainability 2019, 11, 1286. [Google Scholar] [CrossRef] [Green Version]
- Dormann, C.F.; Elith, J.; Bacher, S.; Buchmann, C.; Carl, G.; Carré, G.; Marquéz, J.R.G.; Gruber, B.; Lafourcade, B.; Leitão, P.J.; et al. Collinearity: A review of methods to deal with it and a simulation study evaluating their performance. Ecography 2013, 36, 27–46. [Google Scholar] [CrossRef]
- Cronbach, L.J. Coefficient alpha and the internal structure of tests. Psychometrika 1951, 16, 297–334. [Google Scholar] [CrossRef]
- Streiner, D.L. Starting at the beginning: An introduction to coefficient alpha. J. Pers. Assess. 2003, 80, 99–103. [Google Scholar] [CrossRef] [PubMed]
- Cribari-Neto, F.; Zeileis, A. Beta Regression in R. J. Stat. Softw. 2010, 34, 1–24. [Google Scholar] [CrossRef] [Green Version]
- OECD. Education at a Glance 2021: OECD Indicators; OECD: Paris, France, 2011. [Google Scholar]
- Bogner, F.X.; Wiseman, M. Adolescents’ attitudes towards nature and environment: Quantifying the 2-MEV model. Environmentalist 2006, 26, 247–254. [Google Scholar] [CrossRef]
- Bogner, F.X.; Wilhelm, M.G. Environmental perspectives of pupils: The development of an attitude and behaviour scale. Environmentalist 1996, 16, 95–110. [Google Scholar] [CrossRef]
- Gifford, R.; Nilsson, A. Personal and social factors that influence pro-environmental concern and behaviour: A review. Int. J. Psychol. 2014, 49, 141–157. [Google Scholar] [CrossRef]
- Zelezny, L.C. Elaborating on gender differences in environmentalism. J. Soc. Issues 2000, 56, 443–457. [Google Scholar] [CrossRef]
- Greenbaum, A. Taking Stock of Two Decades of Research on the Social Bases of Environmental Concern. In Environmental Sociology: Theory and Practice; Captus Press: Concord, ON, Canada, 1995; pp. 125–152. [Google Scholar]
- Dunlap, R.E.; Van Liere, K.D.; Mertig, A.G.; Jones, R.E. Measuring endorsement of the New Ecological Paradigm: A revised NEP Scale. J. Soc. Issues 2000, 56, 425–442. [Google Scholar] [CrossRef]
- Newman, T.P.; Fernandes, R. A re-assessment of factors associated with environmental concern and behavior using the 2010 General Social Survey. Environ. Educ. Res. 2015, 22, 153–175. [Google Scholar] [CrossRef]
- Tyrväinen, L.; Silvennoinen, H.; Kolehmainen, O. Ecological and aesthetic values in urban forest management. Urban For. Urban Green. 2003, 1, 135–149. [Google Scholar] [CrossRef]
- Edwards, D.; Jay, M.; Jensen, F.S.; Lucas, B.; Marzano, M.; Montagné, C.; Peace, A.; Weiss, G. Public preferences for structural attributes of forests: Towards a pan-European perspective. For. Policy Econ. 2011, 19, 12–19. [Google Scholar] [CrossRef]
- Tieskens, K.F.; Schulp, C.J.; Levers, C.; Lieskovský, J.; Kuemmerle, T.; Plieninger, T.; Verburg, P.H. Characterizing European cultural landscapes: Accounting for structure, management intensity and value of agricultural and forest landscapes. Land Use Policy 2017, 62, 29–39. [Google Scholar] [CrossRef] [Green Version]
- Lieskovský, J.; Bürgi, M. Persistence in cultural landscapes: A pan-European analysis. Reg. Environ. Chang. 2017, 18, 175–187. [Google Scholar] [CrossRef]
- La Trobe, H.L.; Acott, T.G. A Modified NEP/DSP Environmental Attitudes Scale. J. Environ. Educ. 2000, 32, 12–20. [Google Scholar] [CrossRef]
- Corral-Verdugo, V.; Carrus, G.; Bonnes, M.; Moser, G.; Sinha, J.B. Environmental beliefs and endorsement of sustainable development principles in water conservation: Toward a new human interdependence paradigm scale. Environ. Behav. 2008, 40, 703–725. [Google Scholar] [CrossRef]
- Kortmann, M.; Müller, J.C.; Baier, R.; Bässler, C.; Buse, J.; Cholewińska, O.; Förschler, M.I.; Georgiev, K.B.; Hilszczański, J.; Jaroszewicz, B.; et al. Ecology versus society: Impacts of bark beetle infestations on biodiversity and restorativeness in protected areas of Central Europe. Biol. Conserv. 2021, 254, 108931. [Google Scholar] [CrossRef]
- Müller, M.; Mayer, M.; Job, H. Totholz und Borkenkäfer im Nationalpark Bayerischer Wald aus touristischer Perspektive. In Die Destination Nationalpark Bayerischer Wald als regionaler Wirtschaftsfaktor; Job, H., Ed.; Nationalparkverwaltung Bayerischer Wald: Grafenau, Germany, 2008; pp. 100–116. [Google Scholar]
- Smithson, M.; Verkuilen, J. A better lemon squeezer? Maximum-likelihood regression with beta-distributed dependent variables. Psychol. Methods 2006, 11, 54–71. [Google Scholar] [CrossRef]
Response | Predictor | Estimate | Std. Error | z-Value |
---|---|---|---|---|
Prior visit | Gender | 7.05 × 10−1 | 1.41 × 10−1 | 5.00 |
Education | 3.25 × 10−1 | 6.64 × 10−2 | 4.90 | |
Preservation | 8.99 × 10−1 | 1.93 × 10−1 | 4.65 | |
Inclusion with nature | 4.99 × 10−1 | 1.60 × 10−1 | 3.11 | |
Age | 1.48 × 10−1 | 5.39 × 10−2 | 2.74 | |
Utilization | −1.41 × 10−2 | 5.18 × 10−3 | −2.72 | |
Perceived well-being | Inclusion with nature | 7.55 × 10−2 | 2.39 × 10−2 | 3.15 |
Preservation | 2.17 × 10−1 | 8.76 × 10−2 | 2.47 | |
Prior visit | −1.51 × 10−1 | 6.57 × 10−2 | −2.30 | |
Utilization | −5.91 × 10−2 | 7.35 × 10−2 | −8.04 × 10−1 | |
Gender | 2.11 × 10−2 | 3.07 × 10−2 | 6.89 × 10−1 | |
Education | 4.36 × 10−2 | 6.49 × 10−2 | 6.72 × 10−1 | |
Age | −9.37 × 10−4 | 2.36 × 10−3 | −3.97 × 10−1 | |
Utilization | Age | −8.52 × 10−3 | 1.35 × 10−3 | −6.32 |
Gender | 1.96 × 10−1 | 3.78 × 10−2 | 5.17 | |
Education | 1.92 × 10−3 | 1.81 × 10−2 | 1.06 × 10−1 | |
Preservation | Age | 1.06 × 10−2 | 1.17 × 10−3 | 9.01 |
Gender | −1.73 × 10−1 | 3.30 × 10−2 | −5.25 | |
Education | 3.00 × 10−2 | 1.58 × 10−2 | 1.90 | |
Inclusion with nature | Age | 2.41 × 10−2 | 3.25 × 10−3 | 7.41 |
Gender | −3.12 × 10−1 | 9.13 × 10−2 | −3.41 | |
Education | 6.58 × 10−2 | 4.38 × 10−2 | 1.50 |
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Kortmann, M.; Angelstam, P.; Mayer, M.; Leibl, F.; Reichert, J.; Thorn, C.; Thorn, S. Disturbance Severity and Human–Nature Relationships: A New Approach to Analyze People’s Well-Being along a Bark Beetle Infestation Gradient. Forests 2022, 13, 1954. https://doi.org/10.3390/f13111954
Kortmann M, Angelstam P, Mayer M, Leibl F, Reichert J, Thorn C, Thorn S. Disturbance Severity and Human–Nature Relationships: A New Approach to Analyze People’s Well-Being along a Bark Beetle Infestation Gradient. Forests. 2022; 13(11):1954. https://doi.org/10.3390/f13111954
Chicago/Turabian StyleKortmann, Mareike, Per Angelstam, Marius Mayer, Franz Leibl, Jessica Reichert, Christine Thorn, and Simon Thorn. 2022. "Disturbance Severity and Human–Nature Relationships: A New Approach to Analyze People’s Well-Being along a Bark Beetle Infestation Gradient" Forests 13, no. 11: 1954. https://doi.org/10.3390/f13111954
APA StyleKortmann, M., Angelstam, P., Mayer, M., Leibl, F., Reichert, J., Thorn, C., & Thorn, S. (2022). Disturbance Severity and Human–Nature Relationships: A New Approach to Analyze People’s Well-Being along a Bark Beetle Infestation Gradient. Forests, 13(11), 1954. https://doi.org/10.3390/f13111954